{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import datetime\n",
    "import seaborn as sns\n",
    "import statsmodels.formula.api as sm\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import helper_functions as fcn\n",
    "import json\n",
    "import topojson as tp\n",
    "import pyproj  \n",
    "import shapely.ops as ops\n",
    "from shapely.geometry import shape\n",
    "from functools import partial\n",
    "from collections import defaultdict"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "strikes = pd.read_csv('../data_si/drones_combined_notated.csv', engine='python', encoding='unicode_escape')\n",
    "strikes = strikes[~strikes['time_start'].isnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "cascades_5mile = pd.read_csv('../data_si/cascade_response_standardized_radius_5mile.csv', index_col=0, header=[0,1])\n",
    "cascades_5mile = {int(key): cascades_5mile[key] for key in cascades_5mile.columns.levels[0] if key in cascades_5mile.columns.get_level_values(0)}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "mobility_5mile = pd.read_csv('../data_si/distance_traveled_radius_5mile.csv', index_col=0, header=[0,1]).T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "mobility_function = pd.read_csv('../data_si/distance_traveled_function_of_radius.csv', index_col=0, header=[0,1])\n",
    "mobility_function = {int(key): mobility_function[key] for key in mobility_function.columns.levels[0] \n",
    "                     if key in mobility_function.columns.get_level_values(0)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "cascades_function = pd.read_csv('../data_si/cascade_response_standardized_function_of_radius.csv', index_col=0, header=[0,1])\n",
    "cascades_function = {int(key): cascades_function[key] for key in cascades_function.columns.levels[0] \n",
    "                     if key in cascades_function.columns.get_level_values(0)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "duration = pd.read_csv('../data_si/duration_away_days.csv',index_col=[0,1]).T\n",
    "duration = {int(key): duration[key].T['0'] for key in duration.columns.levels[0] if key in duration.columns.get_level_values(0)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "cascades = pd.read_csv('../data_si/cascade_response_standardized.csv', index_col=0, header=[0,1])\n",
    "cascades = {int(key): cascades[key] for key in cascades.columns.levels[0] if key in cascades.columns.get_level_values(0)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "strike_locations = pd.read_csv('../data_si/drones_combined_clean.csv')[['District','Governate','Date','Latitude']]\n",
    "strike_locations['latitude_2'] = strike_locations['Latitude'].apply(lambda x: np.round(x, decimals=3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "strike_districts = pd.read_csv('../data_si/drones_district_ids.csv',index_col=0)\n",
    "strike_districts.index = strike_districts.index.astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "population = pd.read_csv('../data_si/cso_2016_population_projection_sexage_disagreggated.csv', header=[1])\n",
    "population = population.iloc[:-1]\n",
    "population = population.set_index('District P-Code')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "cascades_exoverlap = pd.read_csv('../data_si/cascade_response_standardized_exoverlap.csv', index_col=0, header=[0,1])\n",
    "cascades_exoverlap = {int(key): cascades_exoverlap[key] for key in cascades_exoverlap.columns.levels[0] if key in cascades_exoverlap.columns.get_level_values(0)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "cascades_counts = pd.read_csv('../data_si/cascades_counts_function_of_response.csv', index_col=[0,1,2], header=0)\n",
    "cascades_counts.columns = cascades_counts.columns.astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "cascades_baseline = pd.read_csv('../data_si/cascades_baseline_function_of_response.csv', index_col=[0,1,2,3], header=0)\n",
    "cascades_baseline.columns = cascades_baseline.columns.astype(int)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Build figures S2 and S3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "cascades_mean = pd.concat(cascades_5mile.values()).groupby(level=0).mean()\n",
    "cascades_mean.index = cascades_mean.index / 6.\n",
    "cascades_mean = cascades_mean.fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = cascades_mean[['G0','G1','G2','G3']].plot(figsize=(10,6))\n",
    "ax.axvline(x=0, c='k', alpha=0.5, linestyle='--')\n",
    "ax.axhline(y=0, c='k', alpha=0.5)\n",
    "ax.set_xlabel('Hours since strike')\n",
    "ax.set_ylabel('Call volume increase (%)')\n",
    "fig = ax.get_figure()\n",
    "#fig.savefig(p + 'cascades_respone80_radius5.pdf', bbox_inches=\"tight\", format='pdf', dpi=1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "km_scalar = 1.60934\n",
    "res = {}\n",
    "for day in range(-20, 21):\n",
    "    df = mobility_5mile[day].to_frame('mobility').dropna() * km_scalar\n",
    "    reg = sm.ols('mobility ~ 1', data=df).fit(covtype='HC0')\n",
    "    res[day] = {'val': reg.params['Intercept'], \n",
    "                'ci_low': reg.conf_int().loc['Intercept', 0], \n",
    "                'ci_high': reg.conf_int().loc['Intercept', 1]}\n",
    "res = pd.DataFrame(res).T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "ax = res['val'].plot(color='C0', figsize=(10,6), legend=None)\n",
    "plt.fill_between(res.index, res.ci_low, res.ci_high, facecolor='C0', alpha=0.2)\n",
    "\n",
    "ax.axvline(x=0, color='k', alpha=0.5, linestyle='--')\n",
    "ax.set_xlim([-20,20])\n",
    "ax.set_ylabel('Distance (km)')\n",
    "ax.set_xlabel('Days since strike')\n",
    "fig = ax.get_figure()\n",
    "#fig.savefig('Analysis_3.7.19/MobilityDistance_Radius5_ci.pdf', bbox_inches=\"tight\", format='pdf', dpi=1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Mobility as a function of radius"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "mrad = {}\n",
    "for radius in range(5, 155, 5):\n",
    "    mrad[radius] = mobility_function[radius].mean(1)\n",
    "mrad = pd.DataFrame(mrad).T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "km_scalar = 1.60934\n",
    "jump = mrad[0] - mrad.loc[:,-14:-1].mean(1)\n",
    "jump.index = jump.index * km_scalar\n",
    "ax = (jump * km_scalar).plot()\n",
    "ax.axvline(x=24.1402, color='r', linestyle='--', alpha=0.5)\n",
    "ax.set_ylim([3, 12])\n",
    "ax.set_xlim([0, 170])\n",
    "ax.set_ylabel('Distance (km)')\n",
    "ax.set_xlabel('Radius (km)')\n",
    "fig = ax.get_figure()\n",
    "# fig.savefig(path_save + 'MobilityFcnRadius.pdf', bbox_inches=\"tight\", format='pdf', dpi=1000)\n",
    "# note truncated y-axis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Cascades as a function of radius"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "vol = {}\n",
    "for radius in range(5, 155, 5):\n",
    "    vol[radius] = cascades_function[radius].mean(1)\n",
    "vol = pd.DataFrame(vol).T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "series = vol['G0'].copy()\n",
    "series.index = series.index * km_scalar\n",
    "ax = series.plot()\n",
    "ax.axvline(x=24.1402, color='r', linestyle='--', alpha=0.5)\n",
    "ax.set_xlim([0, 170])\n",
    "ax.set_ylabel('Call volume increase (%)')\n",
    "ax.set_xlabel('Radius (km)')\n",
    "fig = ax.get_figure()\n",
    "#fig.savefig(p + 'G0VolumeFcnRadius.pdf', bbox_inches=\"tight\", format='pdf', dpi=1000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Build figure S4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/9z/r1lbz_6x5bggmh2909f3gnd00000gp/T/ipykernel_30158/505691025.py:5: UserWarning: \n",
      "\n",
      "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
      "\n",
      "Please adapt your code to use either `displot` (a figure-level function with\n",
      "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "\n",
      "For a guide to updating your code to use the new functions, please see\n",
      "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
      "\n",
      "  ax = sns.distplot(da, bins=range(0,32), kde=False, norm_hist=False)\n",
      "/var/folders/9z/r1lbz_6x5bggmh2909f3gnd00000gp/T/ipykernel_30158/505691025.py:10: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
      "  ax.set_xticklabels(xticks)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "da = pd.concat(duration).dropna()\n",
    "da.loc[da[da < 1].index] = 1\n",
    "da.loc[da[da >= 29].index] = 30\n",
    "\n",
    "ax = sns.distplot(da, bins=range(0,32), kde=False, norm_hist=False)\n",
    "ax.set_xlabel('Duration (days)')\n",
    "ax.set_ylabel('Frequency')\n",
    "xticks = list(ax.get_xticks().astype(int))\n",
    "xticks[-2] = '30+'\n",
    "ax.set_xticklabels(xticks)\n",
    "fig = ax.get_figure()\n",
    "#fig.savefig(path_save + 'DurationAway.pdf', bbox_inches=\"tight\", format='pdf', dpi=1000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Build figures S5, S6, S7"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Figure S5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "intervals = [20, 40, 60, 80, 100, 120, 140, 160, 180, 200, 220, 240]\n",
    "statsint = {}\n",
    "\n",
    "for interval in intervals:\n",
    "    levels = ['G1','G2','G3','G4','G5']\n",
    "    statsint[interval] = pd.DataFrame(columns=cascades_counts[interval].index.levels[0], index=levels)\n",
    "    for strike in cascades_counts[interval].index.levels[0]:\n",
    "        series = cascades_counts[interval].loc[strike].dropna()\n",
    "        for level in levels:\n",
    "            if level not in series.index: \n",
    "                continue\n",
    "            data_1 = series.loc[level].to_frame('calls')\n",
    "            data_1['strike'] = 1\n",
    "            data_0 = cascades_baseline[interval].loc[strike].loc[level].to_frame('calls')\n",
    "            data_0['strike'] = 0\n",
    "            data = pd.concat([data_0, data_1])\n",
    "\n",
    "            reg = sm.ols('calls ~ strike', data=data).fit(cov_type='HC0')\n",
    "            statsint[interval].loc[level, strike] = reg.tvalues['strike']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/aidanmilliff/MIT Dropbox/Aidan Milliff/drones/BJPS/Replication (pseudo)Data and Code, BJPS/SI Replication/helper_functions.py:59: FutureWarning: ChainedAssignmentError: behaviour will change in pandas 3.0!\n",
      "You are setting values through chained assignment. Currently this works in certain cases, but when using Copy-on-Write (which will become the default behaviour in pandas 3.0) this will never work to update the original DataFrame or Series, because the intermediate object on which we are setting values will behave as a copy.\n",
      "A typical example is when you are setting values in a column of a DataFrame, like:\n",
      "\n",
      "df[\"col\"][row_indexer] = value\n",
      "\n",
      "Use `df.loc[row_indexer, \"col\"] = values` instead, to perform the assignment in a single step and ensure this keeps updating the original `df`.\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "\n",
      "  temp[col].loc[false_levels[0] : ] = False\n",
      "/Users/aidanmilliff/MIT Dropbox/Aidan Milliff/drones/BJPS/Replication (pseudo)Data and Code, BJPS/SI Replication/helper_functions.py:59: FutureWarning: ChainedAssignmentError: behaviour will change in pandas 3.0!\n",
      "You are setting values through chained assignment. Currently this works in certain cases, but when using Copy-on-Write (which will become the default behaviour in pandas 3.0) this will never work to update the original DataFrame or Series, because the intermediate object on which we are setting values will behave as a copy.\n",
      "A typical example is when you are setting values in a column of a DataFrame, like:\n",
      "\n",
      "df[\"col\"][row_indexer] = value\n",
      "\n",
      "Use `df.loc[row_indexer, \"col\"] = values` instead, to perform the assignment in a single step and ensure this keeps updating the original `df`.\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "\n",
      "  temp[col].loc[false_levels[0] : ] = False\n",
      "/Users/aidanmilliff/MIT Dropbox/Aidan Milliff/drones/BJPS/Replication (pseudo)Data and Code, BJPS/SI Replication/helper_functions.py:59: FutureWarning: ChainedAssignmentError: behaviour will change in pandas 3.0!\n",
      "You are setting values through chained assignment. Currently this works in certain cases, but when using Copy-on-Write (which will become the default behaviour in pandas 3.0) this will never work to update the original DataFrame or Series, because the intermediate object on which we are setting values will behave as a copy.\n",
      "A typical example is when you are setting values in a column of a DataFrame, like:\n",
      "\n",
      "df[\"col\"][row_indexer] = value\n",
      "\n",
      "Use `df.loc[row_indexer, \"col\"] = values` instead, to perform the assignment in a single step and ensure this keeps updating the original `df`.\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "\n",
      "  temp[col].loc[false_levels[0] : ] = False\n",
      "/Users/aidanmilliff/MIT Dropbox/Aidan Milliff/drones/BJPS/Replication (pseudo)Data and Code, BJPS/SI Replication/helper_functions.py:59: FutureWarning: ChainedAssignmentError: behaviour will change in pandas 3.0!\n",
      "You are setting values through chained assignment. Currently this works in certain cases, but when using Copy-on-Write (which will become the default behaviour in pandas 3.0) this will never work to update the original DataFrame or Series, because the intermediate object on which we are setting values will behave as a copy.\n",
      "A typical example is when you are setting values in a column of a DataFrame, like:\n",
      "\n",
      "df[\"col\"][row_indexer] = value\n",
      "\n",
      "Use `df.loc[row_indexer, \"col\"] = values` instead, to perform the assignment in a single step and ensure this keeps updating the original `df`.\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "\n",
      "  temp[col].loc[false_levels[0] : ] = False\n",
      "/Users/aidanmilliff/MIT Dropbox/Aidan Milliff/drones/BJPS/Replication (pseudo)Data and Code, BJPS/SI Replication/helper_functions.py:59: FutureWarning: ChainedAssignmentError: behaviour will change in pandas 3.0!\n",
      "You are setting values through chained assignment. Currently this works in certain cases, but when using Copy-on-Write (which will become the default behaviour in pandas 3.0) this will never work to update the original DataFrame or Series, because the intermediate object on which we are setting values will behave as a copy.\n",
      "A typical example is when you are setting values in a column of a DataFrame, like:\n",
      "\n",
      "df[\"col\"][row_indexer] = value\n",
      "\n",
      "Use `df.loc[row_indexer, \"col\"] = values` instead, to perform the assignment in a single step and ensure this keeps updating the original `df`.\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "\n",
      "  temp[col].loc[false_levels[0] : ] = False\n",
      "/Users/aidanmilliff/MIT Dropbox/Aidan Milliff/drones/BJPS/Replication (pseudo)Data and Code, BJPS/SI Replication/helper_functions.py:59: FutureWarning: ChainedAssignmentError: behaviour will change in pandas 3.0!\n",
      "You are setting values through chained assignment. Currently this works in certain cases, but when using Copy-on-Write (which will become the default behaviour in pandas 3.0) this will never work to update the original DataFrame or Series, because the intermediate object on which we are setting values will behave as a copy.\n",
      "A typical example is when you are setting values in a column of a DataFrame, like:\n",
      "\n",
      "df[\"col\"][row_indexer] = value\n",
      "\n",
      "Use `df.loc[row_indexer, \"col\"] = values` instead, to perform the assignment in a single step and ensure this keeps updating the original `df`.\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "\n",
      "  temp[col].loc[false_levels[0] : ] = False\n",
      "/Users/aidanmilliff/MIT Dropbox/Aidan Milliff/drones/BJPS/Replication (pseudo)Data and Code, BJPS/SI Replication/helper_functions.py:59: FutureWarning: ChainedAssignmentError: behaviour will change in pandas 3.0!\n",
      "You are setting values through chained assignment. Currently this works in certain cases, but when using Copy-on-Write (which will become the default behaviour in pandas 3.0) this will never work to update the original DataFrame or Series, because the intermediate object on which we are setting values will behave as a copy.\n",
      "A typical example is when you are setting values in a column of a DataFrame, like:\n",
      "\n",
      "df[\"col\"][row_indexer] = value\n",
      "\n",
      "Use `df.loc[row_indexer, \"col\"] = values` instead, to perform the assignment in a single step and ensure this keeps updating the original `df`.\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "\n",
      "  temp[col].loc[false_levels[0] : ] = False\n",
      "/Users/aidanmilliff/MIT Dropbox/Aidan Milliff/drones/BJPS/Replication (pseudo)Data and Code, BJPS/SI Replication/helper_functions.py:59: FutureWarning: ChainedAssignmentError: behaviour will change in pandas 3.0!\n",
      "You are setting values through chained assignment. Currently this works in certain cases, but when using Copy-on-Write (which will become the default behaviour in pandas 3.0) this will never work to update the original DataFrame or Series, because the intermediate object on which we are setting values will behave as a copy.\n",
      "A typical example is when you are setting values in a column of a DataFrame, like:\n",
      "\n",
      "df[\"col\"][row_indexer] = value\n",
      "\n",
      "Use `df.loc[row_indexer, \"col\"] = values` instead, to perform the assignment in a single step and ensure this keeps updating the original `df`.\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "\n",
      "  temp[col].loc[false_levels[0] : ] = False\n",
      "/Users/aidanmilliff/MIT Dropbox/Aidan Milliff/drones/BJPS/Replication (pseudo)Data and Code, BJPS/SI Replication/helper_functions.py:59: FutureWarning: ChainedAssignmentError: behaviour will change in pandas 3.0!\n",
      "You are setting values through chained assignment. Currently this works in certain cases, but when using Copy-on-Write (which will become the default behaviour in pandas 3.0) this will never work to update the original DataFrame or Series, because the intermediate object on which we are setting values will behave as a copy.\n",
      "A typical example is when you are setting values in a column of a DataFrame, like:\n",
      "\n",
      "df[\"col\"][row_indexer] = value\n",
      "\n",
      "Use `df.loc[row_indexer, \"col\"] = values` instead, to perform the assignment in a single step and ensure this keeps updating the original `df`.\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "\n",
      "  temp[col].loc[false_levels[0] : ] = False\n",
      "/Users/aidanmilliff/MIT Dropbox/Aidan Milliff/drones/BJPS/Replication (pseudo)Data and Code, BJPS/SI Replication/helper_functions.py:59: FutureWarning: ChainedAssignmentError: behaviour will change in pandas 3.0!\n",
      "You are setting values through chained assignment. Currently this works in certain cases, but when using Copy-on-Write (which will become the default behaviour in pandas 3.0) this will never work to update the original DataFrame or Series, because the intermediate object on which we are setting values will behave as a copy.\n",
      "A typical example is when you are setting values in a column of a DataFrame, like:\n",
      "\n",
      "df[\"col\"][row_indexer] = value\n",
      "\n",
      "Use `df.loc[row_indexer, \"col\"] = values` instead, to perform the assignment in a single step and ensure this keeps updating the original `df`.\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "\n",
      "  temp[col].loc[false_levels[0] : ] = False\n",
      "/Users/aidanmilliff/MIT Dropbox/Aidan Milliff/drones/BJPS/Replication (pseudo)Data and Code, BJPS/SI Replication/helper_functions.py:59: FutureWarning: ChainedAssignmentError: behaviour will change in pandas 3.0!\n",
      "You are setting values through chained assignment. Currently this works in certain cases, but when using Copy-on-Write (which will become the default behaviour in pandas 3.0) this will never work to update the original DataFrame or Series, because the intermediate object on which we are setting values will behave as a copy.\n",
      "A typical example is when you are setting values in a column of a DataFrame, like:\n",
      "\n",
      "df[\"col\"][row_indexer] = value\n",
      "\n",
      "Use `df.loc[row_indexer, \"col\"] = values` instead, to perform the assignment in a single step and ensure this keeps updating the original `df`.\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "\n",
      "  temp[col].loc[false_levels[0] : ] = False\n",
      "/Users/aidanmilliff/MIT Dropbox/Aidan Milliff/drones/BJPS/Replication (pseudo)Data and Code, BJPS/SI Replication/helper_functions.py:59: FutureWarning: ChainedAssignmentError: behaviour will change in pandas 3.0!\n",
      "You are setting values through chained assignment. Currently this works in certain cases, but when using Copy-on-Write (which will become the default behaviour in pandas 3.0) this will never work to update the original DataFrame or Series, because the intermediate object on which we are setting values will behave as a copy.\n",
      "A typical example is when you are setting values in a column of a DataFrame, like:\n",
      "\n",
      "df[\"col\"][row_indexer] = value\n",
      "\n",
      "Use `df.loc[row_indexer, \"col\"] = values` instead, to perform the assignment in a single step and ensure this keeps updating the original `df`.\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "\n",
      "  temp[col].loc[false_levels[0] : ] = False\n"
     ]
    }
   ],
   "source": [
    "si = {}\n",
    "for i in intervals:\n",
    "    si[i] = fcn.number_of_true_rows_before_false( (statsint[i] > 1.645) ).sum(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = pd.DataFrame(si).T[['G1','G2','G3']].loc[20:240].plot()\n",
    "ax.axvline(x=80, linestyle='--', color='k', alpha=0.5)\n",
    "ax.set_xlabel('Response window (minutes)')\n",
    "ax.set_ylabel('Number of significant strikes')\n",
    "ax.set_ylim([0,74])\n",
    "ax.set_xlim([20,240])\n",
    "fig = ax.get_figure()\n",
    "#fig.savefig('Analysis_3.7.19/CascadeSigFcnResponse.png', bbox_inches=\"tight\", format='png', dpi=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Figure S6: Emergence of calling cascades after drone strikes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "# small function to convert date format for reading in data\n",
    "def parsed_to_date(parsed_date):\n",
    "    dt = parsed_date.split('/')\n",
    "    dt = [i if len(i)!=1 else '0'+i for i in dt]\n",
    "    return '20' + dt[2] + '-' + dt[0] + '-' + dt[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "# read in calling cascade data\n",
    "# for each strike, we record the increase in call volume for each generation of callers compared to baseline days\n",
    "cascades = {}\n",
    "for idx, row in strikes.iterrows():\n",
    "    dt = parsed_to_date(row['parsed_date'])\n",
    "    cascades[row['new_id']] = pd.read_csv('../data_cascades/calling_cascade_%s_%s.csv'\n",
    "                                          %(dt, str(row['new_id'])), index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>G0</th>\n",
       "      <th>G1</th>\n",
       "      <th>G2</th>\n",
       "      <th>G3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>33.333333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>58.333333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>710.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>438.461538</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>231.250000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>721.428571</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-100.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>461.111111</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>417.647059</td>\n",
       "      <td>-66.666667</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>240.909091</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>-100.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>216.000000</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>162.962963</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            G0          G1     G2   G3\n",
       "0    33.333333    0.000000    0.0  0.0\n",
       "1    58.333333    0.000000    0.0  0.0\n",
       "2   710.000000    0.000000    0.0  0.0\n",
       "3   438.461538    0.000000    0.0  0.0\n",
       "4   231.250000  100.000000    0.0  0.0\n",
       "5   721.428571    0.000000 -100.0  0.0\n",
       "6   461.111111  100.000000    0.0  0.0\n",
       "7   417.647059  -66.666667    0.0  0.0\n",
       "8   240.909091   33.333333 -100.0  0.0\n",
       "9   216.000000   33.333333    0.0  0.0\n",
       "10  162.962963  100.000000  100.0  0.0"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# for example, after a drone strike in Azzan on June 13, 2012, G0 call volume increased by 700% over baseline\n",
    "# the index records 10 minutes past strike (ie, 0 is when the strike occurs, 1 is 10 minutes after, 2 is 20 minutes)\n",
    "# the calling cascades formed after individual strikes are noisy, which is why we average them\n",
    "cascades[82].loc[0:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "# save call volume response by level for all strikes into seperate dataframes\n",
    "df_Gi = {}\n",
    "for level in ['G0','G1','G2','G3']:\n",
    "    df_Gi[level] = pd.DataFrame({idx: cas[level] for idx, cas in cascades.items() if level in cas.columns})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "def event_study_cascade(dflevel):\n",
    "    # function to run an event study regression on call volume for each generation of caller\n",
    "    \n",
    "    # combine call volume data for all strikes for event study regression\n",
    "    dfstack = dflevel.stack()\n",
    "    dfstack = dfstack.reset_index()\n",
    "    dfstack = dfstack.rename(columns={'level_0':'time',\n",
    "                                      'level_1':'strike',\n",
    "                                      0:'response'})\n",
    "\n",
    "    # the time index will be used to create our lead/lag indicator variables\n",
    "    # shift the time index to only include positive values\n",
    "    window = (dfstack['time'].min(), dfstack['time'].max())\n",
    "    shift = - window[0] + 1\n",
    "    dfstack['time'] = dfstack['time'] + shift\n",
    "\n",
    "    # create lead/lag indicator variables from time index\n",
    "    xs = pd.get_dummies(dfstack['time'], prefix='X')\n",
    "    df = dfstack.merge(xs, left_index=True, right_index=True)\n",
    "\n",
    "    # Ensure X columns are numeric, not boolean\n",
    "    for col in df.columns:\n",
    "        if col.startswith(\"X_\"):\n",
    "            df[col] = df[col].astype(int)\n",
    "\n",
    "    # create string that includes all the lead/lag indicator variables\n",
    "    # this string will be used in the statsmodel regression formula\n",
    "    # drop the time = -2 variable to avoid multicollinearity\n",
    "    var = []\n",
    "    for i in range(window[0], window[1]+1):\n",
    "        if i == -2:\n",
    "            continue\n",
    "        var.append('X_' + str(i+shift))\n",
    "    var_form = ' + '.join(var)\n",
    "\n",
    "    # event study regression\n",
    "    # 18 lags and 36 leads \n",
    "    # (corresponding to 3 hours before to 6 hours after each strike, measured in 10 min intervals)\n",
    "    # time variables provide the parameters of interest\n",
    "    # drop two periods before for difference in means and to avoid collinearity\n",
    "    # use strike fixed effects and cluster SE by strike\n",
    "    reg = sm.ols('response ~ ' + var_form + ' + C(strike) - 1', \n",
    "                 data=df).fit(cov_type='cluster',\n",
    "                              cov_kwds={'groups': np.array(df[['strike']])})\n",
    "\n",
    "\n",
    "    # Save regression parameters and confidence intervals\n",
    "    conf_int = reg.conf_int()\n",
    "    res = pd.DataFrame({\n",
    "        'params': reg.params,\n",
    "        'ci_l': conf_int[0],  # lower bound\n",
    "        'ci_h': conf_int[1],  # upper bound\n",
    "        'se' : reg.bse\n",
    "    })\n",
    "\n",
    "    res = res[res.index.to_series().str.startswith(\"X_\")].copy()\n",
    "\n",
    "    # Extract numeric index from variable names like \"X_42\" or \"X_42[T.True]\"\n",
    "    res = res.reset_index().rename(columns={'index': 'varname'})\n",
    "    res['time_index'] = res['varname'].str.extract(r'X_(\\d+)')[0].astype(int)\n",
    "\n",
    "    # Map back to original time in 10-minute steps (divide by 6)\n",
    "    res['minutes'] = (res['time_index'] - shift) * 10\n",
    "    res['hours'] = res['minutes'] / 60.0\n",
    "    res = res.set_index('hours')\n",
    "\n",
    "    return res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/miniconda3/envs/drones/lib/python3.12/site-packages/statsmodels/regression/linear_model.py:1884: RuntimeWarning: invalid value encountered in sqrt\n",
      "  return np.sqrt(np.diag(self.cov_params()))\n",
      "/opt/miniconda3/envs/drones/lib/python3.12/site-packages/statsmodels/regression/linear_model.py:1884: RuntimeWarning: invalid value encountered in sqrt\n",
      "  return np.sqrt(np.diag(self.cov_params()))\n",
      "/opt/miniconda3/envs/drones/lib/python3.12/site-packages/statsmodels/regression/linear_model.py:1884: RuntimeWarning: invalid value encountered in sqrt\n",
      "  return np.sqrt(np.diag(self.cov_params()))\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# figure 4: plot call volume increase by generation of caller (calling cascades)\n",
    "# create one plot per generation of caller\n",
    "# include the average call volume across strikes as well as 95% confidence intervals\n",
    "\n",
    "results = {}\n",
    "colormap = {'G0':'C0', 'G1':'C1', 'G2':'C2', 'G3':'C3'}\n",
    "\n",
    "for level in ['G0','G1','G2','G3']:\n",
    "    \n",
    "    plt.figure()\n",
    "    res = event_study_cascade(df_Gi[level])\n",
    "    results[level] = res\n",
    "    ax = res['params'].fillna(0).plot(color=colormap[level], label=level, zorder=4)\n",
    "    plt.fill_between(res['ci_l'].index, res['ci_l'], res['ci_h'], \n",
    "                     facecolor=colormap[level], alpha=0.2, zorder=3)\n",
    "    \n",
    "    ax.axvline(x=0, color='k', alpha=0.5, linestyle='--', zorder=2)\n",
    "    ax.axhline(y=0, c='k', alpha=0.5, zorder=2)\n",
    "    ax.set_ylim([-40,240])\n",
    "    ax.set_xlim([-3,6])\n",
    "    ax.set_ylabel('Call volume increase (%)')\n",
    "    ax.set_xlabel('Hours since strike')\n",
    "    ax.legend()\n",
    "    \n",
    "    fig = ax.get_figure()\n",
    "    # fig.savefig('figures/figure4_%s.png' %level, bbox_inches=\"tight\", format='png', dpi=600)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "For level  G0\n",
      "Max call volume increase:  110.27540766675122\n",
      "SE of max call volume increase:  30.330072106330636\n",
      "Time of max call volume increase:  30.0\n",
      "\n",
      "For level  G1\n",
      "Max call volume increase:  168.2270135231457\n",
      "SE of max call volume increase:  26.46235539608373\n",
      "Time of max call volume increase:  40.0\n",
      "\n",
      "For level  G2\n",
      "Max call volume increase:  69.7298363308262\n",
      "SE of max call volume increase:  16.02365695555152\n",
      "Time of max call volume increase:  60.0\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# record max call volume increase for each generation of caller\n",
    "\n",
    "for level in ['G0','G1','G2']:\n",
    "    print('For level ', level)\n",
    "    print('Max call volume increase: ', results[level]['params'].max())\n",
    "    print('SE of max call volume increase: ', results[level]['se'].loc[results[level]['params'].idxmax()])\n",
    "    print('Time of max call volume increase: ', results[level]['params'].idxmax() * 60)\n",
    "    print('')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Figure S7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_Gi = {}\n",
    "for level in ['G0','G1','G2','G3']:\n",
    "    df_Gi[level] = pd.DataFrame({idx: cas[level] for idx, cas in cascades_exoverlap.items() if level in cas.columns})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "cascade_ci = {}\n",
    "for level in ['G0','G1','G2','G3']:\n",
    "    res = {}\n",
    "    for i in range(-18, 37):\n",
    "        data = df_Gi[level].T[i].to_frame('volume').fillna(0)\n",
    "        reg = sm.ols('volume ~ 1', data=data).fit(cov_type='HC0')\n",
    "        res[i] = {'val': reg.params['Intercept'], \n",
    "                  'ci_low': reg.conf_int().loc['Intercept', 0], \n",
    "                  'ci_high': reg.conf_int().loc['Intercept', 1],\n",
    "                  'se': reg.bse['Intercept']}\n",
    "    res = pd.DataFrame(res).T\n",
    "    res.index = res.index / 6.\n",
    "    cascade_ci[level] = res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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BWK3WUI6ViMLE1SQXiDM7RNTT+R3s3HHHHXjggQdgsVjw8ssvY/HixQCAmTNnYufOnVAoFBg7dmyIhklE4cRlLCKKJn4HOyUlJbjgggug0Wgwb948VFRUeG9Tq9VYvnw5Pv7444Ce/Mcff8RFF12EzMxMCIKATz/9tNntN9xwAwRBaPZ15plnNjvGbrfj7rvvRnJyMvR6PRYsWICioqKAxkFEzTVdxmKCMhH1dH4nKC9YsACXXXYZFixYgM2bN+P8889vdcyIESMCevL6+nqMGTMGN954Iy699FKfx8ybNw+rV6/2ft+yFcXixYvx+eef44MPPkBSUhKWLFmCCy+8ENu3b4dcLg9oPEQ9gVKp9DbaVSqVIXkOd5NlrMZaO3IZNyIQUc/kd7Dzxhtv4LXXXsOhQ4dw7bXX4qabburyk8+fPx/z589v9xi1Wo309HSftxmNRrzxxht4++23MWvWLADAO++8g6ysLHz33XeYO3dul8dI1N0IghDy/nNOd/NCgg6XCK2KJw9E1DP5HeyoVCrcfffdoRyLTxs2bEBqairi4+Mxffp0/OlPf0JqaioAYPv27XA6nZgzZ473+MzMTIwcORJbtmxpM9ix2+2w2+3e700mU2h/CKIepmXVZIdbhBYMdoioZ/IrZ+fnn3/2+wHr6+uxf//+Tg+oqfnz5+Pdd9/F999/j+eeew7btm3DzJkzvYFKWVkZVCoVEhISmt0vLS0NZWVlbT7uihUrYDAYvF9ZWVlBGS9ROLhcLnz66af49NNPQ9IuwuUWIbXoEMEkZSLqyfwKdn7/+99j9uzZ+PDDD2E2m30ec+DAATzyyCMYOHAgduzYEZTBXXHFFbjgggswcuRIXHTRRfjqq69w5MgRfPnll+3eT5KkdgsdPvzwwzAajd6vwsLCoIyXKBxEUcSuXbuwa9eukLSLcPnohcVaO0TUk/m1jHXgwAG89tpreOyxx3DNNddg8ODByMzMhEajQU1NDQ4dOoT6+npccsklWL9+PUaOHBmSwWZkZCA7OxtHjx4FAKSnp8PhcKCmpqbZ7E55eTmmTp3a5uOo1Wqo1eqQjJGop/MV7HBmh4h6Mr9mdpRKJe666y4cOnQIW7duxS233IKRI0eiT58+mDFjBl577TUUFxfj3XffDVmgA3iqNxcWFiIjIwMAMGHCBCiVSqxfv957TGlpKfbt29dusENEbXP5CGw4s0NEPVlAvbEAYPz48Rg/fnxQntxsNuPYsWPe7/Pz87Fr1y4kJiYiMTERy5Ytw6WXXoqMjAwUFBTgkUceQXJyMn73u98BAAwGA26++WYsWbIESUlJSExMxNKlSzFq1Cjv7iwiCozPZSzO7BBRDxZwsBNMv/32G84991zv9/fffz8A4Prrr8crr7yCvXv34q233kJtbS0yMjJw7rnnYu3atYiNjfXe54UXXoBCocCiRYtgtVpx3nnnYc2aNayxQ9RJLnfrYIe1doioJ4tosDNjxgxILbd9NPHNN990+BgajQYvvfQSXnrppWAOjajXcrWR9MxaO0TUUwXc9ZyIopuvmR2gc0tZNqe7q8MhIuqyiM7sEFHglEolHnjgAe/lYGtvZidQNRYHMgzarg6JiKhLujSzY7PZgjUOIvKTIAjQ6/XQ6/Xt1pPqLF8JykDg289FUYLR6gzGkIiIuiTgYEcURTz11FPo06cPYmJikJeXBwD4f//v/+GNN94I+gCJKLzaXMYKcGbH6nTD6ZJatZ4gIgq3gIOdp59+GmvWrMGzzz7brBnhqFGj8H//939BHRwRteZyufDll1/iyy+/DHq7CLcotWoV0SjQmR2Lw5OvY3cxb4eIIivgYOett97CqlWrcM011zTb3j169GgcOnQoqIMjotZEUcS2bduwbdu2oLeLaC+gCTRB2doY7DhZo4eIIivgYKe4uBgDBw5sdb0oinA6uT5P1JO1t+Qkir6rK7fF4vTMOtlZfZmIIizgYGfEiBHYtGlTq+s/+ugjjBs3LiiDIqLIaCtfp5Gzg9tPHyfC6fIcy2UsIoq0gLeeP/7447juuutQXFwMURTx8ccf4/Dhw3jrrbfwxRdfhGKMRBQmbW07b+RvYcHGfB2AMztEFHkBz+xcdNFFWLt2LdatWwdBEPDYY4/h4MGD+PzzzzF79uxQjJGIwqStbeeN/M3bsTYJdhwusd1K6UREodapooJz587F3Llzgz0WIoqwjnZc+bsjy+I4vUtMkjyzOxolW00QUWQEPLNTWFiIoqIi7/e//vorFi9ejFWrVgV1YEQUfh3VxPG31o61RZsI7sgiokgKONi5+uqr8cMPPwAAysrKMGvWLPz666945JFH8OSTTwZ9gETUnFKpxOLFi7F48eKgt4voKAHZn5kdm9ONlqk/TFImokgKONjZt28fzjjjDADAhx9+iFGjRmHLli147733sGbNmmCPj4haEAQB8fHxiI+PD3q7iI5mdvxJNm6anBzI/YiIQiXgYMfpdEKtVgMAvvvuOyxYsAAAMHToUJSWlgZ3dEQUVh3N3EhSx7V2mubrNOLMDhFFUqfq7Lz66qvYtGkT1q9fj3nz5gEASkpKkJSUFPQBElFzbrcb3377Lb799lu43cELIsR2WkU01dFSl9XHzI6NOTtEFEEBBzt//vOf8dprr2HGjBm46qqrMGbMGADAZ5995l3eIqLQcbvd2LJlC7Zs2RLUYMfpZ+uJ9pKURVHyuWQlSYE3EiUiCpaAt57PmDEDlZWVMJlMSEhI8F5/yy23QKfTBXVwRBQ+/nYnb6/WjtXpbnN2yO5yQ6UI+PyKiKjLOlVnRy6XNwt0ACAnJycY4yGiCPG3FUR7wY6v5ORGdpeI2IBHRUTUdZ0Kdv71r3/hww8/xMmTJ+FwOJrdtmPHjqAMjIjCy98mn852lqN85es04o4sIoqUgOeU//73v+PGG29Eamoqdu7ciTPOOANJSUnIy8vD/PnzQzFGIgoDf5ex2tux1djp3BebkzuyiCgyAg52Vq5ciVWrVuHll1+GSqXCgw8+iPXr1+Oee+6B0WgMxRiJKAycfgY7bc3QNO107vN+3JFFRBEScLBz8uRJTJ06FQCg1WpRV1cHALjuuuvw/vvvB3d0RBQ2bj9zdtqqtdNevg7gmTnyd6mMiCiYAs7ZSU9PR1VVFbKzs5GdnY1ffvkFY8aMQX5+PjsbE4WBUqnEHXfc4b0cLP5uPQc8ScoKefNzpfbydRrZXa3vR0QUagG/68ycOROff/45AODmm2/Gfffdh9mzZ+OKK67A7373u6APkIiaEwQBqampSE1NDWq7CH9zdgD4XK7yVTm5JSYpE1EkBDyzs2rVKogNZ4C33XYbEhMTsXnzZlx00UW47bbbgj5AIgoPf5p8NvK1/bxlp3Nf2DaCiCIh4GBHJpNBJjs9IbRo0SIsWrQoqIMiora53W5s2rQJAHDOOedALpd3+TElSWrVqbw9LYMdX53OfWGSMhFFQqcWzzdt2oRrr70WU6ZMQXFxMQDg7bffxubNm4M6OCJqze12Y8OGDdiwYUPQ2kX4W1DQe3yL5aiOkpMbcRmLiCIh4GDn3//+N+bOnQutVoudO3fCbrcDAOrq6rB8+fKgD5CIQs8VyLQOWs/s+JOvA3j6Y4kB5AYREQVDwMHO008/jVdffRWvv/56s50gU6dOZfVkoh7KFWAA0rKppz87sbz35fZzIgqzgIOdw4cPY9q0aa2uj4uLQ21tbTDGRERh5gpwGatprZ22Op23hZWUiSjcAg52MjIycOzYsVbXb968Gf379w/KoIgovAJdxgJOz9BY2ul07gvzdogo3AIOdm699Vbce++92Lp1KwRBQElJCd59910sXbrUW+iMiHqWQGd2gNO1dvzN12nEHVlEFG4Bbz1/8MEHYTQace6558Jms2HatGlQq9VYunQp7rrrrlCMkYhCLJCCgo3sbjcAZUD5OgBr7RBR+AlSAD0e3G43Nm/ejFGjRkGj0eDAgQMQRRHDhw9HTExMKMcZUiaTCQaDAUajEXFxcZEeDlG7RFFEaWkpAM+yctO6V52VV2FGvT2wICQxRoU+8VocLDUFNDMkCMDIPoZAh0hE1Iq/n98BzezI5XLMnTsXBw8eRGJiIiZOnNjlgRJRYGQyGfr06RPUxwx0Nxbg2ZHldIudSm62u9xQK7peDJGIyB8BnxKOGjUKeXl5oRgLEUVIp3J23KLfxQRbYpIyEYVTwMHOn/70JyxduhRffPEFSktLYTKZmn0RUWi53W789NNP+Omnn4JSQVmSpE7l7DhcYsD5Oo2YpExE4RRwgvK8efMAAAsWLGjWcVmSJAiCELTy9UTkm9vtxvr16wEAkyZN6nJvrM4sYQGe5SiTzdmp+7LWDhGFU8DBzg8//BCKcRBRhHRmCatRZ2douIxFROEUcLAzffr0UIyDiCKkMwUFu4rbz4konALO2Vm9ejU++uijVtd/9NFHePPNN4MyKCIKn67M7HSWKHoSnImIwiHgYOeZZ55BcnJyq+tTU1PZ9ZyoB+pszk5XcSmLiMIl4GDnxIkTyM3NbXV9dnY2Tp48GZRBEVH4RGIZCwDsTFImojAJONhJTU3Fnj17Wl2/e/duJCUlBWVQRBQ+kVjGAjizQ0ThE3CC8pVXXol77rkHsbGxmDZtGgBg48aNuPfee3HllVcGfYBE1JxCocANN9zgvdxVXMYiomgX8Dvl008/jRMnTuC8887zvtGKoojf//73zNkhCgOZTIacnJygPZ4rQonC3JFFROESUCPQpo4cOYLdu3dDq9Vi1KhRyM7ODvbYwoaNQKk3C7SRZzANz4yDXCZ0fCARkQ8haQTa1ODBgzF48ODO3p2IOsntdmP79u0AgAkTJnS5gnJnWkUEi93lhk7V9aU4IqL2BPwu43a7sWbNGvz3v/9FeXk5xBY7Ob7//vugDY6IWnO73Vi3bh0AYOzYsV0KdlxuEZ2b2w0Ou1OEThW55yei3iHgYOfee+/FmjVrcMEFF2DkyJHN+mMRUc8SqeTkRkxSJqJwCDjY+eCDD/Dhhx/i/PPPD8V4iCiMIh/sMEmZiEIv4Do7KpUKAwcODMVYiCjM2tqJVWtx4KY3t2HlhmMhfX7O7BBROAQc7CxZsgR/+9vf0MlNXETUjTjb2IW1q7AWFXV2rD9wKqSzL3anGNEEaSLqHQJextq8eTN++OEHfPXVVxgxYgSUSmWz2z/++OOgDY6IQqutQKOgqh6AZ5nrUGkdxmTFh2wMVqcbMWruyCKi0Al4Zic+Ph6/+93vMH36dCQnJ8NgMDT7CsSPP/6Iiy66CJmZmRAEAZ9++mmz2yVJwrJly5CZmQmtVosZM2Zg//79zY6x2+24++67kZycDL1ejwULFqCoqCjQH4uoV2qr83h+pcV7eXdRbUjHYHUwb4eIQivg06nVq1cH7cnr6+sxZswY3Hjjjbj00ktb3f7ss8/i+eefx5o1azB48GA8/fTTmD17Ng4fPozY2FgAwOLFi/H555/jgw8+QFJSEpYsWYILL7wQ27dv73L9EaLuSKFQ4Oqrr/Ze7oqOZnYAYG+xsUvP0REGO0QUahGdO54/fz7mz5/v8zZJkvDiiy/i0UcfxSWXXAIAePPNN5GWlob33nsPt956K4xGI9544w28/fbbmDVrFgDgnXfeQVZWFr777jvMnTs3bD8LUbjIZLKgFfT01fHcaHWiut7h/f5ouRkWhytkxf+s7H5ORCHm17vX+PHj8d///hcJCQkYN25cu7V1duzYEZSB5efno6ysDHPmzPFep1arMX36dGzZsgW33nortm/fDqfT2eyYzMxMjBw5Elu2bGkz2LHb7bDb7d7vTSZTUMZM1NP4SlBunNXJMGjgFiWU19lxoNSEidmJIRmDwyXC5RahkAe8qk5E5Be/gp2LL74YarUaALBw4cJQjserrKwMAJCWltbs+rS0NJw4ccJ7jEqlQkJCQqtjGu/vy4oVK/DEE08EecRE4eF2u7F3714AwKhRo7q0XOtrGSu/0hPs5CTpoVfL8d3BcuwtMoYs2AE8szuxDHaIKET8CnYef/xxn5fDoeUskiRJHVZt7uiYhx9+GPfff7/3e5PJhKysrK4NlChM3G63N5l/+PDhnQ523KLks1VEQUOwk5usR7pBg+8OlmNPGPJ2YjXKjg8kIuqEbnsqlZ6eDgCtZmjKy8u9sz3p6elwOByoqalp8xhf1Go14uLimn0R9TZt7sRqWMbKSdZjdB/PDsu8CjPMdlfIxsK8HSIKpW4b7OTm5iI9PR3r16/3XudwOLBx40ZMnToVgKfjs1KpbHZMaWkp9u3b5z2GiHzz1SrCLUo4WeXZdp6bpEdSjBqZBg1ECdhfErrZHQY7RBRKEd2NZTabcezY6XL0+fn52LVrFxITE9GvXz8sXrwYy5cvx6BBgzBo0CAsX74cOp3Ou+3WYDDg5ptvxpIlS5CUlITExEQsXboUo0aN8u7OIiLf3D6Sk4tqLHCJErRKOVLjPHl6o/vGo8RYhj1FRkzOTQrJWJwuCU63CCXzdogoBCIa7Pz2228499xzvd835tFcf/31WLNmDR588EFYrVbccccdqKmpweTJk/Htt996a+wAwAsvvACFQoFFixbBarXivPPOw5o1a1hjh6gDTh/bzgsaZnVyknSQNeS9je5rwNf7y0Jfb8fpZrBDRCHR6WDH4XAgPz8fAwYM6HRhsxkzZrTbY0sQBCxbtgzLli1r8xiNRoOXXnoJL730UqfGQNRb+dqJ1ZicnJOs9143siFvJ7+yHkarEwZtaBKJrQ434pikTEQhEPBplMViwc033wydTocRI0bg5MmTAIB77rkHzzzzTNAHSESh4fDRcbwxOTm3SbCToFOhX6IOALAvhLM7rKRMRKEScLDz8MMPY/fu3diwYQM0Go33+lmzZmHt2rVBHRwRtaZQKHD55Zfj8ssv71K7CF/dzAua1NhpqnFXViBLWSerLXjm60MorLZ0fDAAC4MdIgqRgN8pP/30U6xduxZnnnlms1o2w4cPx/Hjx4M6OCJqTSaTYcSIEV1+HHuLmR2T1YmqhjYR2Um6ZreN6mvAF3tLsSeApqArNxzD/hITZALw4NyhHR7vFiU4XCJUCubtEFFwBfyuUlFRgdTU1FbX19fXd1jsj4i6B5dbRMv85MY2EelxmlZ9sEZmGiAAKKyxoqZJ36y27C8xYn+Jpw3L9hM1bdb0aYlLWUQUCgEHO5MmTcKXX37p/b4xwHn99dcxZcqU4I2MiHwSRRH79+/H/v37IfrYUeWPlrM6QJM2Ecm6VrfFaZXePB5/lrI+/K3Ie9nicPu9/MV6O0QUCgEvY61YsQLz5s3DgQMH4HK58Le//Q379+/Hzz//jI0bN4ZijETUhMvlwkcffQQAeOSRR6BSqQJ+DF/BTuPMTm6LfJ1Go/oYkFdZjz1FtZg2OKXNxz5WbsaOkzWQCcCYvvHYWViLrfnVGN8voc37NGKwQ0ShEPDMztSpU/HTTz/BYrFgwIAB+Pbbb5GWloaff/4ZEyZMCMUYiSjIfO3EKqhsqLGT7DvYGd03HgA67JP14W+FAIBpg1KwYEwmAODX/Kp2y0w0sjhC15KCiHqvTm3lGDVqFN58881gj4WIwqTlTiy3KOFEdett502NyIyDTABKjTZUmu1IjlG3OuZktQU/51UBAC6b0BcZBi00ShkqzQ4cr6jHwNSYdsclip6xqRUsCkpEwdPpfavl5eUoLy9vlTMwevToLg+KiEKr5cxOSa0VTrenTURanMbnffRqBQakxOBouRl7ioyYObT1RoV/bffM6kzpn4TshuWw8f0SsOV4FX7Jr+ow2AE8ScoMdogomAJextq+fTtGjhyJjIwMjB49GmPHjvV+jRs3LhRjJKIga5mz05icnN2kTYQv3qUsH1vQy0w2bDxSAQC4fEJf7/WN/bS2Nsz4dIR5O0QUbAHP7Nx4440YPHgw3njjDaSlpXG7OVEP43CJaJk+05ic3LKYYEuj+xjw7x1FPndXfbyjCKIEjMuKx6C00/3rJuUkQCZ4+m6VmWxIb2PmqBGLCxJRsAUc7OTn5+Pjjz/GwIEDQzEeIgoxX5WT8330xPJlWEYc5DIB5XX2ZoFLdb0D6w+cAgAsmpjV7D6xGiVGZBqwt9iIX/OrsGBMn3afg7V2iCjYAl7GOu+887B79+5QjIWI/CCXy7Fw4UIsXLgQcnnguS3tbjvvINjRquQY3JB303Qp65OdxXCJEoZlxGFEZlyr+03OTQQAbM2r7nB8kgTYuJRFREEU8MzO//3f/+H666/Hvn37MHLkSCiVzbsUL1iwIGiDI6LW5HI5xo4d2+n7t0xOrrM5UWn2VEXOSWpdULCl0X3jcbCsDnuLjJgzPB0mqxNf7y8FACya2Nfn0vbk/kn4v8352FdiRJ3NidgOuptbHW5olExSJqLgCDjY2bJlCzZv3oyvvvqq1W2CIMDt5hkZUXfWcmansflnWpy6VZsIX0b1NWDtb4XYU2yEJEn4fE8JbE4R/VP0mNBG4cD0OA1yknQoqLLgtxM1OHdI651cTVmdbnRcgpCIyD8BL2Pdc889uO6661BaWgpRFJt9MdAhCj1RFHHkyBEcOXKkU+0iWs7s5Fc1FBPsIDm50dD0WChkAqrrHThWbsbne0oAAIsmZLW7YSGQXVlMUiaiYAo42KmqqsJ9992HtLS0UIyHiDrgcrnw3nvv4b333oPLFVjFYUmSWgU7BX4mJzdSK+QYluHJy3nhv0dRb3ejb4IWUwYktXu/xrydHSdrO2wManO6/aq4TETkj4CDnUsuuQQ//PBDKMZCRCHmswFoBz2xfBnVxwAAKKz2zApdNr5vu/V5AGBgagyS9CpYnW7s9lGnpylPknLnmpwSEbUUcM7O4MGD8fDDD2Pz5s0YNWpUqwTle+65J2iDI6LgahnsuEUJJxuWsTraidXU6L4GvPer53JqrBrT22kM2kgQBJyRm4iv9pVha141JmYntnu81emGVsUkZSLquk7txoqJicHGjRtbdTkXBIHBDlE31qpNhNEKh1uEWiFDuqH9Yn9NDU6LhVohg90l4tLxfaGQ+zdJfGZuEr7aV4Zf86tx+wyp3dkgi8OFRH3gHd2JiFrqVFFBIuqZWhYU9ObrJOk7XIZqSimX4ZZp/XG8oh6zh/ufvzeqrwFapRzVFk9y8+AmlZZbYq0dIgqWTjcCJaKep62eWP4mJzc1Z3h6wPdRymWYkJ2Azccq8UteVQfBjghJktiShoi6LOBg56abbmr39n/+85+dHgwRhVarnVje5OSOiwkGy+TcRGw+Vomt+dX4/ZScNo+TJE/ejj+1f4iI2hPwu0hNTU2z751OJ/bt24fa2lrMnDkzaAMjIt/kcjnOP/9872V/uUUJLnfz7dz5lQ01djoxs9NZE3MSIZcJOFltQanRigyDts1jrQ4GO0TUdQG/i3zyySetrhNFEXfccQf69+8flEERUdvkcjnOOOOMgO/XclbHbHOh0mwH4H9BwWCIUSswMjMOu4uM2JpXjYXj2m4ManG40X71HiKijgVcZ8fng8hkuO+++/DCCy8E4+GIKARaJic31tdJjVVDrw7v7EljNeVf8tuvpswkZSIKhqAEOwBw/PjxgKu5ElHgRFFEQUEBCgoKAmoX0Vbl5EDq6wRLYzXlg6UmGK3ONo+zOUWIIispE1HXBHw6d//99zf7XpIklJaW4ssvv8T1118ftIERkW8ulwtr1qwBADzyyCNQqfyrRdOqAWjV6W3n4ZYap0H/ZD3yKuvxW0E1zhvW9vb1MpMNaXEayGXclUVEnRNwsLNz585m38tkMqSkpOC5557rcKcWEUVOq2WsCM7sAJ7ZnbzKemzNbz/YqTI7UGNxICVWjWS9GjIGPUQUoICDHfbFIuqZms7suEUJJ6oD63YebGf2T8L72wqx/UQNLA5Xu7uuRBE4ZbSjyuxAaqwaiXoV6+8Qkd+ClrNDRN2X0y2iaXpPqdEKh0uEKsA2EcGUm6xHn3gtHG4Rv+RV+3Ufl1tCSa0NR06ZUWtxhHiERBQt/JrZGTdunN9nUTt27OjSgIgo+FoXE2yc1dFFLBdGEARMH5yC9349iY1HKjBzaKrf93W4RBRWW1FRZ0dGvBYxYd5NRkQ9i1/vEAsXLgzxMIgolNpsExGhJaxGjcHOrsIa1FociNcF1vjT5hRRUmttt+0EEZFfwc7jjz8e6nEQUQi1nNnJqzADiFxycqPMeC0Gp8XgyCkzNh+rxIWjMwN+DLtT7DDnh4h6t06/O2zfvh0HDx6EIAgYPnw4xo0bF8xxEVEb5HI5Zs+e7b3sj6Y7sSRJwrGGYGdgSkzwBxig6YNTcOSUGRsOV3Qq2AGAGouTwQ4RtSngd4fy8nJceeWV2LBhA+Lj4yFJEoxGI84991x88MEHSElJCcU4iaiBXC7HWWedFdB9mi5jVdc7UGtxQiaEtydWW84ZmII3Nufj8Kk6lBltnUqYNlqcyDRouEOLiHwKeDfW3XffDZPJhP3796O6uho1NTXYt28fTCYT7rnnnlCMkYi6qOky1vGGWZ2sBB00Sv8biYZKgl6F0X3jAQAbj1Z06jHcogSTlRXcici3gIOdr7/+Gq+88gqGDRvmvW748OH4xz/+ga+++iqogyOi1kRRRHFxMYqLi/1qF+FwiZCadFw4XuFJTh7QDZawGk0f7JkR3ni4HJLUufYQNdyKTkRtCDjYEUURSqWy1fVKpTKgPj1E1Dkulwuvv/46Xn/9db/60bWsnHys3DOzMyC1+wQ7UwckQSkXUFhj9e4UC5TZ7oLTzfcgImot4GBn5syZuPfee1FSUuK9rri4GPfddx/OO++8oA6OiLqu5bbzxuTkASmRz9dppFMpcEaOpznohiOdW8qSJKDW0nZTUSLqvQIOdl5++WXU1dUhJycHAwYMwMCBA5Gbm4u6ujq89NJLoRgjEXVB03ydmnoHqusdEAD0T+4+MzvA6aWsH49UQOzkUharKhORLwHvxsrKysKOHTuwfv16HDp0CJIkYfjw4Zg1a1YoxkdEXWT3kZzcN0ELrSryyclNTcxJhF4lR1W9A/tLTBjVxxDwY9icIqwOd7f72YgosgIOdgoKCpCTk4PZs2d7a30QUfflaydWd0pObqSUyzB1YDLWHziFjYfLOxXsAJ5EZa1KG+TREVFPFvAyVv/+/XH22WfjtddeQ3W1f837iCgyJElqFux483W6UXJyU41LWT8dr+p0snGtxdnpHV1EFJ0CDnZ+++03TJkyBU8//TQyMzNx8cUX46OPPoLdbg/F+IioC1omJ3fHbedNjcw0IFGvgtnuwvYTNZ16DLcowWRjzR0iOi3gYGf8+PH4y1/+gpMnT+Krr75Camoqbr31VqSmpuKmm24KxRiJqAm5XI4ZM2ZgxowZHbaLaBrsGK1OVNR5Tkq6006spuQyAdMGJQMANnZyVxbARGUiai7gYKeRIAg499xz8frrr+O7775D//798eabbwZzbETkQ2DBzukaO8cb6utkGjTduo/U9MGpAIBf86thcXRuhqbO5oKLNXeIqEGng53CwkI8++yzGDt2LCZNmgS9Xo+XX345mGMjoi7ylZw8sJvm6zQakKJHn3gtHG4Rv+RVdeoxJAmotbLmDhF5BBzsrFq1CtOnT0dubi7efPNNLFq0CMePH8fmzZtx++23h2KMRNSEJEkoLy9HeXnHrRXsvpKTu2m+TiNBEE63j+BSFhEFQcDBzlNPPYUzzjgDv/32G/bv349HHnkEOTk5IRgaEfnidDqxcuVKrFy5Ek5n+7MXPredd/OZHeD0rqxdhbWd7nlldYiwOd0dH0hEUS/ghfuTJ09CEIRQjIWIgsgtSnC5PTM/dTYnTpkak5O7f7CTGa/F4LQYHDllxuajlbhoTGanHqfG4kCGgTV3iHq7gGd2GOgQ9QzNZ3U8W87T4zSIUXff5OSmgrOUxZo7RNSFBGUi6t6a7cTqQUtYjc4ZmAKZABw+VYefj1d26jFcbgl1dtbcIertGOwQRalmlZMbtp0P7AFLWI0S9CpMa5jdWf7VIby39USnGoTW1nNXFlFv1zPms4koYL4agHbXYoJtuXfmIMRplPhsdwne31aIvMp63D97cEB1gkw2J46V10Ehk0EhF6CSy6CQey4rZTIo5QIUcp73EUWzbv0XvmzZMgiC0OwrPT3de7skSVi2bBkyMzOh1WoxY8YM7N+/P4IjJuo+Gpex6u0ulBptAHpGcnJTCrkMfzinPxafNwhKuYCt+dVY8tFuFNVY/H4MSfLszKqzuVBT70nULq6x4kSlBcfKzThYWodj5XXcuUUUxfw6PRo3bpzfick7duzo0oBaGjFiBL777jvv900rxj777LN4/vnnsWbNGgwePBhPP/00Zs+ejcOHDyM2Njao4yDqLuRyOaZOneq93JbGmZ3GWZ3UWDXitMrQDzAEzhuWhqxEHVZ8dRBFNVYs+Wg3lswegjNyE4Py+FaHiGPlZqQbNEiOUQflMYmo+/Ar2Fm4cGGIh9E2hULRbDankSRJePHFF/Hoo4/ikksuAQC8+eabSEtLw3vvvYdbb7013EMlCgu5XI45c+a0e4zTLUJsWMU63kOKCXZkcFosnl80Fn/++hD2l5jw9JcHcM3kfrh8YhZkQdglKklAaa0NZpsLfRK0UHJpiyhq+BXsPP7446EeR5uOHj2KzMxMqNVqTJ48GcuXL0f//v2Rn5+PsrKyZm/6arUa06dPx5YtW9oNdux2e7Mu7SaTKaQ/A1G4NaucXO7Zdt7d20T4I0GnwlMXj8Qbm/Px5d5SvLP1JI5X1OO+WYOhVbXfJ8xfdTYXjp4yo0+CFoYeOhNGRM1161OXyZMn46233sI333yD119/HWVlZZg6dSqqqqpQVlYGAEhLS2t2n7S0NO9tbVmxYgUMBoP3KysrK2Q/A1GwSZKE2tpa1NbWtllDpmn+SbTM7DRSymW4bfoA3D1zIBQyAT/nVWHVpuNBfQ63KOFklQVFNRaIIuv0EPV0fs3sJCQk+J2zU11d3aUBNTV//nzv5VGjRmHKlCkYMGAA3nzzTZx55pkAWhc5lCSpw7E+/PDDuP/++73fm0wmBjzUYzidTrz44osAgEceeQQqlarVMY0zOxaHCyW1VgA9bydWR+YMT0darAb/+599+P5QOS4bn4U+CcGtllxT70S93Y2sRG237hRPRO3z66+38Y010vR6PUaNGoWjR49684jKysqQkZHhPaa8vLzVbE9LarUaajWTECl62RtmdvIr6yEBSI5RIV7XOijq6cZkxWNSTgK2FdTg/W0nsXTOkKA/h8Ml4kSVBUPSYiGTsYI8UU/kV7Bz/fXXh3ocfrHb7Th48CDOOecc5ObmIj09HevXr8e4ceMAAA6HAxs3bsSf//znCI+UKLIaZ3YaiwlGyxKWL9dMzsa2ghr8eKQCiyZmoV+iLujP4XJLqKy3IzVWE/THJqLQ61LOjtVqhclkavYVTEuXLsXGjRuRn5+PrVu34rLLLoPJZML1118PQRCwePFiLF++HJ988gn27duHG264ATqdDldffXVQx0HUkzRtAHqsIV8nGpKT2zIgJQZT+idBAvDerydD9jyVdQ64mb9D1CMFvAhdX1+Phx56CB9++CGqqqpa3e52B68wV1FREa666ipUVlYiJSUFZ555Jn755RdkZ2cDAB588EFYrVbccccdqKmpweTJk/Htt9+yxg71as17Ynl2YkXzzA4AXH1GP/ySV4WfjlUiv9KM3OTg/7xuUUJFnR3pBs7udFa93YUaiwMJOhX0PaQhLUWHgF9tDz74IH744QesXLkSv//97/GPf/wDxcXFeO211/DMM88EdXAffPBBu7cLgoBly5Zh2bJlQX1eop7M7vQsYdmcbhQ3VBruST2xOiMnWY+zByVj09FKvPfrSTx6/vCQPE+l2Y6kGBVr8ATA4RJRa3GgxuL09msTRTDYobAK+NX2+eef46233sKMGTNw00034ZxzzsHAgQORnZ2Nd999F9dcc00oxklEfmrM18mvrIcoAYk6FRL0rZOT0wxqqOVy2F1u2F0i7C43bE4R7fXalMsEqBQCVHI5lAoBLrcEo9XZ7n3C5apJ/fDTsUr8kleNY+XmkCzdSRJQUWdHZnxwd31FG1H0vC5qLA7U21vP9ptsTjjdIoNGCpuAg53q6mrk5uYCAOLi4rxbzc8++2zcfvvtwR0dEbUik8kwadIk7+WWGpexvMnJqa23nAuCJwjyNMBsXjjP0RD42F0iZIIApVyAUi6DSi7zuRsp1eVGRZ0dtZbIBj1ZiTpMG5yCDYcr8O7WE3j8ohEheZ7qegeSYlRQK4JTxDCa2P18LUiS5/8xLY5LghQeAYfV/fv3R0FBAQBg+PDh+PDDDwF4Znzi4+ODOTYi8kGhUOCCCy7ABRdcAIWi9fmKrWEZ61g7xQS1Knmbnb5VChliNUokx6iRqFchVqOERilvc9u1WiFH3wQdBqfFIjFGhSB0bui0qyb1g0wAfjtRg0NloamMLklAucne8YFBf16pzSKSkWZ1uHGyyoIjZWbU1PsX9FbXO7rtz0PRJ+Bg58Ybb8Tu3bsBeIrzrVy5Emq1Gvfddx8eeOCBoA+QiPwnSRKcbk+wk9fOTqxYTfDzJVQKGfrEazEkPRZJEQp6MuO1mDk0FQDw7tbQ7cyqtTjD2iXd5nTjeIUZx8rNsDhcYXvejpjtLuRX1uNYuRlGqzOg+zYugRKFQ8DvePfdd5/38rnnnotDhw7ht99+w4ABAzBmzJigDo6IWpMkCRaLJ/FYp9M1qxhud3lybuwuN05Wt52cHKcJXc8npVyGzHgtUmPVqK53oN7hhtXhDtu27Ssm9cMPhyuwq7AW+0uMGJFpCMnznDLZkJ0U2qrUkiShvM6Oijq7d7bkeHk9EmNUSI/TQB6hIocmmxMVdXZYfOTjBKLS7IjKYpfU/XT59K5fv37o169fMMZCESBJEkxWF9RKGTRK5iD0BE6nE3/5y18AtG4X0bgTq6DSAlEC4rVKJLZITlYpwvO7VshlSG2Sk+F0i7A63bA53LA6PV9OV/ADoPQ4DWYPS8PX+8vw7taTWP67UUF/DgAwWV2wOFwhayNhdbhRVGPxLks2VW12wGR1IjM+vM1KRVFCflV9l4OcRtaGQDhYTVyJ2uL3Mtb333+P4cOH+ywcaDQaMWLECGzatCmog6PQsTndKDVacbC0DierLaiqd0R6SBQE3uTkxnyd1JhWveJCsYTlD6VchjiNEqlxGmQn6TE0PQ7DMmIRrwv+h/WiiVlQyATsLTZid1Ft0B+/UZnRFvTHlCQJZUYbjleYfQY6jVxuT7PSE1X13i3doVZcaw1aoNOo0hz+/CfqffwOdl588UX84Q9/QFxcXKvbDAYDbr31Vjz//PNBHRwFlyhKqK534Fi5GUdPmZtVhDVanEwWjAKN286Pt9MmIlLBji8KuQxZiTpkxGuCmuOTEqvGvBHpADy5O6F6bdfb3aizBS/vxOJw4Wi5udmyVUdMVheOlteFPGho3GUVbEarEy53eII16r38DnZ2796NefPmtXn7nDlzsH379qAMioLL6RZRVGPBwTITimussDpan5m5RQlme/dJfKTOaZzZOd6YnNyi07kgADHdsJhbcowaucl6KOTBi3gum9AXKrkMB0tN2HmyNmiP29IpU9dnd9yihJJaK/Iq6r1LkYEQRaC01oaCynqIIciNqrM5g/Jz+iJJQLWFM8sUWn4HO6dOnYJS2fZ0s0KhQEVFRVAGRcEjSRJOVFlQU++E2MF7aCjO2ii8bE4RTrfoTU5uObMTq1G0WtbqLvRqBQamxkCnDk7+RlKMGvNHemZ3XvrhGD7bXQKzLfgBvdUhwtjJvx1JklBptuNwWR2qzI4u1ymqs7lwotoS1ICnMdk9lBO/gW5DN9td7FNGAfE72OnTpw/27t3b5u179uxBRkZGUAZFwXPKZPc5k+OLycalrJ7M0bATq6jGApcoQa+WIyVW3eyY2BDuwgoGpVyG/sl6JMcGZ4fOZRP6IkmvQqXZjtc35eH61b/i+fWHsb/EGNTXepnJFvBWdKPViaPlZpTW2oL6wW0OYsDjFj0nSx2dKHWV0yXB5GcgWmdzoqCyHgVVoZnFoujkd7Bz/vnn47HHHoPN1noq02q14vHHH8eFF14Y1MFR1zRuD/WXKMLvNxzqfhqXsPIrPc0/c5L03SY5ORCCICDDoEW/RF2X83jidSr84+rxuG36AOQk6eBwi/jhcAX++PFe3PneDvxnV3FQcm4cLhFHT5lxsNSEohoLjBZnmwGM1eFGXoUZJ6ssnVqy8ofZ5gpKMFBYHboxtlTlR86R2e7CiSrPLJPF3jjjxICHOiZIfr5STp06hfHjx0Mul+Ouu+7CkCFDIAgCDh48iH/84x9wu93YsWMH0tLSQj3moDOZTDAYDDAajT4TsHsip9vz5hvoGaNBq0S/JF2IRkXB4HK58MUXXwAALrzwQm8V5Yo6O8qMNryxOQ+f7irBhaMzcOu0Ad77aVUyDEyNjciYO8vmdONElSUou40kScLRcjO+3l+GH49UeJO5lXIBE7MTkRmvQaJejSS9CkkxKiTp1UjQKdusNN0RQQB0KjliNArEaZSQywSUGW1hXS7Wq+XISdK3Wf26PWVGW0AnS8EwKC2mzbIIZrsLBZX1rZbT4nVKZCXyPau38vfz2+9gBwBOnDiB22+/Hd988403mhYEAXPnzsXKlSuRk5PT5YFHQrQFO5IkIa+yc7UwBAEYnhHXqTdHiqyiGk9u1v9+uhe7i4y4e+ZAzBme7r09NU7dI3sROVwijleY4XIH7wze4nBh45EKfL2vDHkNM2G+CAAMOiXSYjW4fko2RvWND9oYwqUzAU+txYHCamsIR+VbYowKfXw0Wa1vqNTc1qdVW/ej6Ofv53dAc9rZ2dlYt24dampqcOzYMUiShEGDBiEhIaHLA6bgOWXqfGVTSfIsf7Gqac/jqZ4seZexcltU9w1l1eRQUilkyE3WI6+iPmi5LTqVAvNHZmDeiHQcKzdjb7ERVfUOVJntnn/rHaiu95RmqLU4UWtxYsVXh/CPq8f77CDfndXb3civqkeunwGPp5hh+AMdAKipd7SqDN1RoAN4iiwqZEKPDOYpPDq1gJ+QkODtukzdS12AeTq+1FoY7HRnkiTB6fQshSiVSm9ejt0porreAZPNBZmAZsuRCrnQo6vUapRy5CTrkFfR/odeoARBwKC0WAxKa728J0qe3k3V9Q78/b9HkVdZj5Ubj+GR+cO67Y62tlgaAp6cJH2zQEIUJThFEU63BJdbhMMtNuyMisw4JQmosTiQHONJrLc4PLlH/oyn3GSHTBBaJeW3VG93ocrsgFMUfdahoujU/bMVyW9OtxiUqWez3QWXW+x0rgKFltPpxPLlywGcbhfhcotwN5TyB4A+8VqoFaeDm56QmNwRnUqB7CSdN0E11GSCgASdCgk6FRbPGoT7P9yNX/KqsfFIBWYMSQ39AILMYvckRivlMjgbAptQ77LqjOp6T7BjcXhmdAIZY5nRBoVMaDX7JooSaiye2bqmVanrbM5uv0ORgoOfZlFCkiQUVluCMs3vWcrirqyepDHZ1ruEldx8CSta3tBjNUpkJXR9l1agcpNjcMWkLADAqh/zUNND26vYnCLqbC7YnJELdPaXGLHleGWbu6jsThHldbaAA51GxbVWbzd1m9ONklorDpaZUFJra9V+ozzMCdgUOQx2okR5nR31QexZU8uKpj1KY7BT0LjtvEmwIwhAbDesmtxZBp0SmRFIRr1sfF8MSNGjzu7CPzYc45bnTlh/oAwPf7wXK746hG0FNW0ed8po73QwJkmeLfN5FZ62OFVmR5uPZbG7Uc/K8b0Cg50oYLa7UG4K7hlKvd0NJ/vV9Bgta+w0ndnRqxVRt7suUa9CuiG8yagKuQyLzxsMhUzA1nzPchb576t9pfj798fQGCL+86f8kPXEkiT4ffLH2Z3egcFOhNVaHH5XOPbFLUooqrEEcUSnNU4FU/dnd4qwu9worvXkbDXdiRUN+Tq+pMSqO0xGDbacZD2ubFjOeu3HPFT30OWscPtyTwlWbjgOAJg/Mh0GrRLFtVas21ca4ZF5CjBaHN1zdsdocaI8RD3JehsGOxFWZ3OhqKbzVUDLTDY4XaGZTmevrJ7D5nLjZJUFogTEaRRIbJKgGa3BDgCkGzRI0Ic3H+nShuUss92FlVzO6tB/dhXj1R/zAAC/G9cHt08fgGsnZwMA3v+1EKZucFIV7JnxYCg32XCy2oLyOntQimqGkihK3f7vgMFOhDUmC3Zmu7jZ7kK1OXRnllaH27s8Qt2XKEpwuk7vxMpNPt0mQq2UNduVFY36xGuD1jzUHy2XszZwOatNH+8owv9tzgcAXD6hL26cmgNBEDB7eBpyknQw2114f9vJCI/S8z7clRn2YGrcbHKqIQCTJISs43yjrm5sKayxoDKEn0XBwGAngqwOt/dFVl5nD6iRoChKKA5D4a/OdnOm0JHJZBg+fDiGDx8OmUzW7k6snlpIMBCCICA7UQelInx5STnJelx5Rj8Ant1ZXM5q7cPfCrF6SwEA4MpJWbjuzGxvEC6XCfifs/sDANbtLUVhiJbiAxHu1hi+uNwi8irrW82q11qcIVtqc7pFHC2vC7iRbaOSWitMVhcq6uzduhM9g50IqrOffkE3dqv2dyrwVJ0tLFObzNvpfhQKBRYtWoRFixZBoVC0m5wczUtYTSnkMmQn6sO6Jf2y8X0xMCUGZrsL//ghtMtZlWY7Vv+Ujxe/O4LPdhdjf4mx2+aZAMD7v57E27+cAABcM7kfrpmc3aoQ45iseJyRkwhRAv7ZMPsTSUars9Mf+MFgc7pxvKLtNj8ltaGZ3amos3tmhivrA57JrzTbUdUwo+MWJZTXdd/8ot7xTthNmVvUsrE6RFSY7UiNbX+XicXhQmVdeM4kbU4RNqe7zeZ8FHmNbSIKWgQ7cpkAXQ+umhworUqOvgnasPV0kssELJ41CIvX7sKvBdX4al8Z5gxPC2oxzoo6Oz7aXoj1B07B1XDW/N9DntsEAJnxWgxI0WNASoz3KyZCAa7DJaLUaMX3h8rx8c5iAMDvz8zG5ROz2rzPTWflYvvJGvx2ogY7TtZgfL/Ith6qqLNHpKlonc2Jk9WWdrfbWx1u1FocQa1u72yomA0ALrcn4MlN1vu19G20OlHaIgCrMjuQpFdDpeh+8ygMdiJEFCVYfKwRl5vsiNMo2wwuJEkKe9+aWosT6Ybe86HZ09gbcr7qHW4oZAL6JnjerGM1ih7X1qCr4nWqTufAdUZ2kh5XndEPb/9yAq9sPI7/25yH/skxGJQag0FpMRiUGos+CVrIAvw9lJts+Gh7Eb47eDrIGZEZh5F9DCiorMfxCjMqzQ4U11pRXGvFj0crAQAKmYBbpvXH/JEZQf9ZAc/7z6k6O4prPM9b2vD8xbVWVNTZ0XRu68apObhkfN92H69PghYXjMrAZ7tL8MbmfIy5Mr5ZO4twM1qdSHW5w5rnVmW2o9Ro86sqeJnJhjiNMmilJCrN9mbP2zjD0z85pt2AxeJwobC69dJjY35Rd+xCz2AnQswOl88Xt2c5y4qBqb57tpTX2WF3hjcz32h1hr2mCbXN4XA0axdhd7m9ycl9E7RQNsws9JYlrJbSDRrYnG7UhakK+KXj+6K8zo7NxypQb3fj8Kk6HD5VB+z13K5VyjEw1TPrkh6nbtgyr0FKrBoxLYo9nmoIcv7bJMgZ1ceAqyZlteq4brQ6cbzC3PBVj2PldThlsmPlhuOotThx5aSsoAS7Nqcbe4uN2FZQjW0F1e0moupUcmTGa3HByAzMGp7m1+NfNakffjhUjpPVFnx7oMyvQM3pFqGQCUEP5iXJc8IZqg9rSZJgc4qwOFywOt2wOtytqjq3x+mSUGm2IzUIDU9dbtG7BNXyORpneHwFPHaXGwWVbbdsqbU4kRzj7na9+Hrnu2E30HIJqymrw42KOnurGiKN14ebw+X549Sp+HLpbiRJgt0l+szXaflB2ptkJepwrNwclrw2uUzAXecOxJ0zBqDUaMORU3U4Wm7G0XJPIGJtCBb2Fhtb3VenkiMlxhMAqRQybM2v9iZ5ju5rwFWT+mFkH4PP5zVolRjfL8G79CNJEt779SQ+2FaI9349iep6B26bPqBTMyUVdXb8dqIav+ZXY0+REY4mxf8UMgGZ8Vr0idc2/Kvxfm/QKgMOQGI0Clw9uR9e+zEP7/xyAucMSmnztVtrceDfO4qxbl8p+iXocN/swegX5MDEaHUizSV2eSmm8W/T6nDD4g1s3F3u61ZeZ0eCXuU9qemsihazOk05Gt5T+qfomz2Pyy2ioLLjtkSlRiv6d7Mmq7333TDCOjrrPGWyIU6r8E6nSpKE4trwNED0PR470uLAgKebcbhFSFLr5GS1UtarG7nKZQKyk3Q4XmEOWw8oQfAEAZnxWm+jULco4WS1BUfL63CiyoKKOjvK62yoqLPDZHPB4nDjRLUFJ5osCYzNiseVk7IwItN3kNPe818zORuJehVe2XAcX+8vg9HqxNI5Q/z64DbbXVi3txSbjlagoKr5EkVKrBoTsxNwRk4iRvU1BH2ZZ96IdHy5txRFNVZ8+Fshbjort9ntJqsTn+wsxhd7S7wzIccqzLhv7S5cPzUHF47OCHipsC2S5AkE+gTQkqRxxsbqdDeZsel6YNPW+MqMXVsqamtWp6nGgCc32RPwiKKEgiqLXycQ9XY3TDZnt9oNyk+uCLC73B2+YCQJKK45HR1XmO2wOiJXWMpsc8Fsc0GpEGDQKhGvVXW7acreqPW2c8/rRcuEcmiUcmQl6nCiMnLbmuUyAbnJ+laNWQHP8lCF2Y4Kkx0VZjtqLQ6M7huPYRlxXXrO+SMzEKdR4q/fHsbPeVV47LN9+N8Lhrc5W1Jnc+Kz3SX4fHcJ6hvyCGUCMCQ9DpOyEzApJxHZSbqQ5n8p5DLcfFYunvjiAD7fXYJ5I9KRGa+F2e7Cp7uK8dmuElgbdkoNTI3BpeP7Yv2BU9hxsgavb8rDtoJqLD5vEJJiOq6oLUkSDpSasL/EhDnD03wm/NbUO5Aaq/Y5eyKKEmwuT0BjdXqCGptTDOuJaFeXiirNDr/Ga3eKKGgIeEpqbQHVIjpltDHY6e3aW8Jqqt7uRpXZDr1a0W0qfDpdEirrHKisc0ClkCFep4RB23ZCNYWW3emZJi8zenZFNH6o9qZdWO2J0yiRFqf2FmjrTjRKObISdMhKCH5+yFkDkxGnVeLpLw9gf4kJD3+8B8suGtEsGDBanfjPrmJ8safUG0hkJepwydg+mJSbCIM2vB9UE7ITML5fPHacrMX/bc7D4LRYfLqz2BuA5Sbrcc3kfjgjJxGCIOCsAUlYt68M//wpH7sKa3HX+ztxx4wBOGdQis/HN1qd+OFQOb49UIbChk0euwtr8fTCka0COUnyLOWlx2lgc7lhcZyerfHsfgzt/4U/SoxWDOjEUpHLLaLS7P/fg80p4vCpuoBnSG1Oz06vptXcI4nBTgSYA+iyW2q0QaOUdYs/rpYcLhHlJjvKTXZolDL0S9JFfbXe7sbmdONEVT0kAIk6lfcDisuNp6XGaaCQy1BSa+2Wf0ehMqqPAc9cMgqPf7YfBVUWPPDvPXhiwQjEqhX4dFcxvtxb6l0SyknS4cpJ/TBlQFLQloMCJQgCbjorF7sKd2JbQY23K3p2og5XT+6HM/s3H5sgCLhgVAZG9zXg+W+P4FiFGc9+cxi/FlTjtmkDoFcrIEoS9hYb8e3+Mmw5XuVN+lYrZBAlCXuKjfjvwXKfydTV9Q5U1/s3AxIJFrsbRosTBl1gQWlVJ36mzi4FnzLZEK8N3u6xruA7YphJkhRQsCNJiOjylb9sThEnqywYkBLTLV7YvYXdJXp3YuU0zOoIAqBR9t58HV8S9Sro1XIU1VjbLNrWHo1SFtCume4iNzkGf7lsDB7/bD+Ka6144F+74XRL3mX0ASl6XDGpHybnJkYsyGkqO0mPC0dn4rPdJeiboMXVZ/TDWQOT2x1bVoIOf7lsND7YVoiPthdiw+EK7C8xYeaQVPx4tAKlxtO1YAak6DF3RDqmD07B1/vKsHpLAd74KR8TcxJaLWd11yCnqVKTFXFa/0tMuEUpoFmdrnK5g7d7rKsY7ISZxeEOW8JkuNmcIopqrOiX1P1qLEQTmUyGQYMGAQCcotQqOVmrkve6+jr+UCvkGJASg/I6G8pNbe9EaSpOq0BqrAZalRyF1ZYe2Rw3LU6DP186Gk9+sR9HTpkBAIPTYnDlpH6YmJ3Q7V4rN5+diznD09A3Qef3TjKFXIZrz8zGhOwEPL/+CMpMNqz9rRCAJ39txpAUzBme3qykx8Vj+2DjkQrkVdbj9U35eGDukJD8PJ0hShKOnjJjW0E1zHYXfj8l2+dsrdMlobzOjjQ/g4lKsz3snz8VZjsS9aqIb5gQpO7eqjQMTCYTDAYDjEYj4uK6lhzYkVMmW9jyb+wuN34+XoVNRyvhcItIjlEhKUaNZL0aSTEqz/d6ddCLz6UZ1B1Wgaauc7pFHCqtwwP/2o1DZXVYOmcIpg9OQXKsChkG/3eS9EZWhxtFNZY2Z2sMWiVS49TNctEkScKJKkvY6vcEm9Xhxlf7SpGTpMe4fvHdLsgJFovDhTd/PoGiagtmDEnB2QNT2kzkPXqqDkv/tRuiBDx+0XBMzE4M82hPszhc2HmyFr8WVGPHiRrUNmnVc/bAZDw4d0ibvzO92lPfqL3cSbco4VCZKSIn24kxqoB2twXC389vzuyEWajfKCVJwuFTdfjvwXJsOlrhTe5rj0ouw/DMOCydMyQoSYmnjHZolPKwZ+I3FpJrWZ8oWtldIkRJQkFV85kdnZJ/1h3RqjyzPKfqbM1ar/gKchoJgoB+iTrkVdZ3mw7ZgdCq5B1WNI4GOpUCt08f4Nexg9JicdHoTPxndwle2XAc/7jaEJbNFm5RgsnmRJXZgX0lnoKN+0tMzerX6FRyjO5rwLaCGmw+VomxWfGYOyLd5+PV2904Vm5Gol6FtDiNzxmxqgjM6jSqqXcgOUYV0ZxOviuGkcsthuxNsrregR8Ol+O/B095dxoAQGqsGucNTUVanAaV9Q5UNTRuq6z3/Gu0OuFwi9hVWIs3txTgnvMGBWU8hdUWDEyNCduL2+5yI7+yHm5RalafKJrZnZ5dWDanCKVc8J45sSSAf2QyARkGLWI1StRaHEiO8R3ktLxPTpIn4Al3JXMKjWsmZ+PnvCqU19nx7tYTuLmhG3tX1Vgc2HK8CpV1dtRYHKixOFFrcaDG4nnf9VWXr0+8FpNyPNv9h2fEQSGX4d87irBmSwFWbcrDsIy4NosoSpKnN5WnvY+m2S4oT65OePoptjU2qyO8bThaYrATRvWdSIzsSJnRhlWbjmP7iRrvH49KIcPUAUmYNSwNo/oY2k3uc7hE7Cs24vHP92P9wVOYOyIdQ9JjuzwuUQRONCQsh7rXTWPxK5fb8x9QZrQhO6l1XZNo4XA48Je//AUmqxNZ068AAGQn6iGXCVDIhW7ZhK87i1ErAqo2rZDLkJOkR16lGU5Xr88C6BRB6D4JwFqVHLdPH4AnvjiAz3aXYPrg1Dbb9fij1GjFJzuL8d3BU3C62/4hBXhmErOTdJiUk4hJOYnI9LHU87txfbC7sBY7C2vx7NeH8NyiMe0GDW5RQnGNFdX1DmTGa6BTKVBVb++w6nG0Y7ATRiZbcJMbbU43nvxiv3cmZ2h6LGYNS8PZA5Oh9/PNW6WQYXx2As4bmor/HirHqxuP46+XjwlKgGJ3iiiqsYQ08HC6RRRU1Tf70DFZXaizORHbjQpaBZvT6YTN4fBWum1cwtJzy3lYqBQNAU9Ffa//EAlUrEaBeJ0ybN3p/TExJxHTBiXjx6OVeOmHo3j+8rEBvwceKzfjXzuK8PPxSu+J56DUGAzLiEO8TokEncr7b0JDmQh/nkMmCLhv9mDc88FOnKi24I3N+bhjxsAO72d1uHG8vB7xOmWPzTMLJr4zhlEgW847IkkS/rHhGAprrEjUqfDUwpFd6hFz/dQc/JJXhWMVZqw/cArzRvpeGw6UyerCKZPN790CgfD0afG9nFBmtCFGHd1dv92ihOIW2865hBU+GqUcOck65FXUd5tZiu5OEIDMeC1UChkcbhGnjN2n2OP/nNMfO07WIq+iHv/ZVexXfpMkSdhZWIuPdxRhd9Hp3mcTshNw6fi+GJkZF5T3oASdCktmD8Fj/9mHr/aVYUzfeJw1MNmv+4Z6B6EoeXaE6ZRyxIW5EGUgGOyEic3p9i6zNKoy2/Hop/swOC0Gd88cFFBjt28PnMKGwxWQCcADc4d0uRlegk6Fqydn4/VNeXjr5wJMHZAUtBeup+igPKgVWd2iJzG3rd00NqeIqnpPHkY0EiXJ83/QYts5KyeHl06lQL8kHU5WRa5vXU+SbtB4l1lTYzVwuETU1HeP7fwJOhVuOisHf//+GN799SSmDkxGuo+TNEmSUFRrxZ7CWnx78BTyKjx/gzIBmDY4BZeM6+uzPUhXjc2Kx2UT+uKj7UV46fujGJgaE5STyK/3lWH9wTIk6dVIN2iQYdAgLU6D9DgNUlq0zDDbXThRVY+CynoUVFlQUFWPE1UWWJ1uxGoUeO7yMd12JyiDnTDxNY347x1FKK61orjWCptTxANzh/gV8ORVmPHaj8cBANedmdNmV+RAXTAqA+sPlKGgyoJ3tp7wa6rUX0U1Fijl+qBU9hUbAp2Oii02Vu+MdH2HUHCLnsJwFWY7BLkSuUl6CAJ7YkVCnEaJPvFalBptXNJqh1YlQ1KL1gF94rVwuiW/W+iE2qxhafjhcAX2FhvxyoZjWHbRCAiCgIo6O3YX1WJPUS12FxlRXX862VetkGHO8DQsHNsn5MXzrj6jH/YWG3GorA5/+eYwnrlkVJfe3zYfq8Q/Nhxr+M7c6naZACTHqJEUo0al2Y6KurZn4upsLixfdxB/uWxMt2wfxGAnTFouYdVaHPjmwCkAnhfUz3lV+Ms3hzsMeOrtLjzz9SE43RImZifgkvF9gjZGuUzArdMG4OFP9uLrfWWtinB1hSjCu36cFqfpdBKtJEk4UW3xqwquKAKn6gLrXtxTWBxuz/S02tOROkajgEYpY/XqCEnQq5CgV8EtSnC6RdhdIpxuEY4m/3aXnkqRIAhAn/jWzUS92/krzN2iQrUgCLhzxkDc/cEO7DhZiz+tO4jCagtKmlRhBgClXMCwjDiM75eA2cPSwrZ8o5DLsHTOENz7wU4cPlWHd7eexPVTczr1WAdLTXh+/WEAwMyhqZ5SDCYbyow2lJk8Xw6XiPI6O8qbBDkpsWrkJOmQk6T3fCXroVHKsOSj3SiosuCl749h6ZzB3S6FgMFOGIiihPoWwc5/dpXA4RIxOC0GV5+RjT+tO9BhwCNJEl76/ihKjTakxKpx36zBQS/xPrKPAdMHp2DjkQq8uvE4nr1sdFCfo9bihNHqRFKMCqmxvutBtEUUJZystgR0FlhT70CSXtUtzzQ6y+Z0w+50o9biABKA3KTGfB3+OUeaXCZALpP7fL3ZXW6cqLL0yi3rSTGqNvPJ5DIB2Ul6HK8wt1rqj4Q+CVpcMakf3vnlBLbmVwPwnJAOSo3F6L4GjOkbj6EZsRHbRp0Wp8HdMwfhma8P4V87ijCqrwHj+yUE9BgltVY89eUBON0SzshJxD0zB7V6L5YkCbUWJ8pMNlTU2ZEUo0J2kr7NnYt/nDcUj366Dz8ercCgtBgsHBu8E/FgiL75/W6o3uFqdkZntrnw5d5SAMCiiVmYkJ2AR88fDqVc8AY8LnfrN8Qv9pTip+NVUMgEPDR3aMjOJm6cmgOtUo7Dp+rw/cHyoD++JAGVdQ4cLqtDRZ0d7RXxtjndqKizI7+yHgdKTQHvKpAkzx92NKmocyCzbz+49MkAhCbFBKMnoItGaoUcA1NiEKcNTVAqCICsi+/oWpUc8QE2luyIUiEgrYOK6o2727rLZMAl4/rgd+P6YMGYTPzvBcPw3v+cib9ePga/n5KDMVnxEa/jddbAZMxv2ETywvojqKn3v4aO0erEss/3o87mwsDUGDwwd4jPk05BEJCgV2FYRhymDU7BiExDuyUaRmQacPNZuQCA1T/lY29RbWA/VIgx2AmDlktYX+wtgdXpRk5DfQUArQKeZ1sEPIfL6vDPn/IBADeelRuUWjhtSYpR48pJWQCANT8XhGw93S1KKDPacOSUGcaGHQNiQ2XRklorDpfV4egpM8qMNphtrk4vAdQ3dAeOBlaHGxYXcPGia6AcNhOCXNGsJxZ1b7KGWYy0uK4nzguCp01AapwaOck6DM+Iw5C0WOjVnXsdxGkV6J+sR1aiDrkp+qDVa8qM1/q1vKpVydEvSdctAh6lXIabzsrFH87pj8m5SX6X8ginm8/ORXaiDrVWJxZ/uAubjla0e+IIeGYX//TlAZQabUiNVeOxC4YHddb7wtEZOHdICkQJ+PM3h9vN8Qk3Bjth0DRYsDrc+GxXCQDgsglZzZaI2gp46mxO/PmbQ3CJEqYOSMJFozNCPuYFYzKRlaCF0erEu7+eCOlzOVwiTlZbcLisDgdKTThRaUGV2eHtzBwMpSYrxChIHj1l8uQOuEUJJ5vU2JHJEFVLddEuNU6D7GRdQDMxggDEaBRIM6jRP0WPEZlx6J/i2ZETq1FCJhOgkMuQm6xHUoyq4wdsonGJojEoiVErMCg1Bimx6i4FHwatMqC2MXEaJTIM7KvnD7VCjj/OH4oMgwbV9Q48+81hPPbZfhTX+J7JFiUJL3x3FAfL6qBXyfH4RSOQoA/sddIRQRBwx4yB6J+sh9HqxIqvDgb1fbwrGOyEmMMlNku8+3p/KersLmQYNDjbR50EXwHPC98dQUWdHRkGDe6ZOSgsiV8KuQy3TvP0l1m3txT5la0z9Ru53CJKaq1w+lh6C4QjhAmcTpeESnN4zjJC1VvX4nB5l/FKaq1wuEVolDKkGzRB2eVG4RWnUXpaqijbfhsWBE/A0C/RM3OTm6xHaqwG+nZqSAmCgMx4LfokaP0KVNINGp+Ve2UyAekGDQamxnRq1lAmAzLiAw9ckmLU6JOgRWqcGqlxaqS18eVpYBzww0OjlCEjXoPcFH2Xl/3aIwhAapwamfEaZMRrkG7QIM3gGXtqnBopsWokx6oQq1F0ehx9E3R4+arxuGZyPyjlAnYV1uKu93fgna0nYHc138Tx5pYC/HSsEgqZgEfOH9blciVt0SjlePj8YYhVK3C0/PTO4UjjO2SINV3CcrhEfLKzGABw2YS+bSbnNgY8jUnLgCf7/4/zhoZ1OnVMlqdw1U/HKvHqxjw8sWAEimqsKKqxoLDGisJqC4pqPDsV3KKEJL0KTywY0W1bNZTX2RGvU4W8nUJjjy6DTol4bfCer6xhR4jT4cCql1+A8WgFBp1/LWSCwPo6PVRjHk9hjQUmq+e9QhA8gZBBq2z4IOzcyU2iXgW1QoYTVRafW+IFAchK0MHQQY6ORinHgBQ9quodKDPa/D4hSY/TBFQ7rKlEP2cc3KKEOptn00NdO0vdcpmAeJ0SiS02K+Qk6ZFfGfyikGqlDFkJOr+DREmSYHW6Yba7UG93o97u/7K9SiHDlZP6YfrgFLz2Yx62n6jB2m2F2HC4HLdNG4CJOYlYt7cUHzd89txz3iCM7hvfyZ/MP+lxGiydOwRPfL4f3x44hUGpsfjDtNyQPmdHBClUp6E9iL8t4juj1Gj1dlVet7cUr2w8juQYNVZdN6HDN4LtJ2rwp3WejPm7zh3YZsfbUKqos+P2d7fD3sFUpABAAhCrVmDZghEYnBa6nKKuiNEo0C9RF7J+XadMNpSbms8g6dRyxGs9H16drYlRZ3OioNKzbOV0OHDXQ/8PB0pNuPzme3DP7GHISdZFdXuM3qDKbIdCLkOsuvMBji+eZeLmdak8O6B0AZ88OVwiTplssDrd7e4q06k9XeXDSRQl1NlcMNmcMNmckKTG1hQqxGnangkz2ZxBLQoZr/PUXerK77Bp8FNrcfq9g0+SJPycV4XXN+V5G3+O7mvAvmIjRAm4dnI/XDGpX6fHFaiPthfirZ9PQCET8M8bJmLa4NSgP4e/n9+c2QkTl1vEv3cUAfBk+vtzxjMhOwEvLBqL8jo7JmYHtrUwWFJi1bj6jH5YvaUAABCnUSArUYe+CTpkJWiRlaBD30QtNAo5nvziAA6fqsP/froP/3vBsJCfPfgiSVK7y3xmmwtHTtUhM14b1IrOgCcgaRnoAIDF7obF7kap0Qa9WoF4rRLxOmVAy5GnWjxuTUPCdU6SZyqaxQR7vqQQVftWKWTonxyDohorjFanZ+dTsq5TO4pUChmyGpY/RFGC3SXC5nTD5nLD5hRhdbghSlJEalvJZAIMOiUMOiUkSYIowa+TmsaikEVt5Lr4//yeIonxuq7nwQiCAJ1KAZ1KgUSdyq8iqo33mzogGeOyEvDBtpP4z+4S7GloYzF7WBoWTczq8tgCcdn4vjh6yoyf86qw9KM9+PKec5ASG5mq9gx2wmTjkQrPMopWiTkj0vy+X3aSPuLLQr8b1weTchIR1zA70ZanLh6JP607gN1FRiz7fD8emjcUk3OTwjLGvAozVm8pQF6FGQ/PH9ZuVWmX25Pca9AqkRHf+an2ppxuscPGhpLkCbbMNheqLQ5kJ+r8mukxWp2wOpqvv9daPGdtucl6qJWyqKwSTcEjkwnol6RDldnepRnGlo+pVclbLdW4RSlkM6f+EgQB8gCGkKBXwdWwO7QztCpPEBiKLemepPMY5FfWt3ofaHs8ctx4Vi5mDk3F27+cQJxGiTtmDAh7oT9BELB41iAUfmRBUY0VL39/FE9cPDKsY2jEd8gwcIsSPtrumdW5eGyfiNdoCJQgCMhK1HU4E6JtyPCf0j8JTreE5esO4ofDwa/T01SV2Y4XvzuCxWt3YVdhLUw2F1Z8dRDlpo7ftIxWJ46cqmtW+r0zJElCYbXvvIi2WOxuHKsww+bs+M2r5c9itDphbbhfv0QdZ3XIb0kx6pAHxpEOdDorJVbdqVmH5FgVBqTEhPR9XS7z1NPSBVhWIDtJj/+9YDjuOW9QxE6IdCoFHj1/GK46IwsPnz8sImMAGOyExc95VSiutUKvluP8UeHPuwknpVyGh+YNxcyhqRAl4Pn1R/DFnpKgP4/V4ca7W0/g1ne247+HyiEBmDYoGQNS9DDZXPjTuoN+BRKiCBTXWJFXYW61e8Ff5XV21PvRvqIlp0vC8QozTLa2awDVWhytyugfLPVMS8eoFQ1T3Qx2iIIh3aBBgr7j5e3GMgA5yTpkGLRhmTGRywTkJukRo+l5CzJ9E3R4aN7QiJbHiJpgZ+XKlcjNzYVGo8GECROwadOmSA8JgOes/8PfCgEAF43O7BVbhOUyAfeeN8hbD+i1H/OwdtvJoGzJdosS1h8ow23vbMcH2wphd4kYlh6Lv142Bg/MHYpHzh8Gg1aJvMp6/P37o34/Z73djaOnzB1WdG6prTwdf4kicLLK4rP4liRJzXrSAJ5aGR82zBL2TfDkTvSG1xRRuPSJ1/qsci0InoTnvglaDE2PRW6yPuybAmQyATlJOsSGOeBJ0CtDuk0/HKLiXXLt2rVYvHgxVq5cibPOOguvvfYa5s+fjwMHDqBfv/Blnvvy8/Eq5FfWQ6OU4aLRmREdSzjJBAF/OKc/YtQKvL+tEO9sPQmj1YnLJmT5va20KZvTjV2FtXh36wkUNBTTS4/T4IapOZg6IMl7ZpUaq8HD8z09WjYdrURush6XT/AvKU+SPNu7q+sdSIlVI6GDJGJ/8nQCeV67y40+8afPEmt87MLYcrwK+ZUWaA3JmDYmB4JMgKadOi1EFBhBEJCVoEO+6MmRidMoEadVIFaj7BZLdILg2Ul3svp0uYJQkcsEZCVqEatRIiXWjZNVlm7RsLUzomLr+eTJkzF+/Hi88sor3uuGDRuGhQsXYsWKFR3ev3HrWkVFRVC3nkuShEtWbsG+EiMuHtsHN0zJCdpj9ySf7S727uYCPLUtxvWLx9iseAxLj2uz6WlBtQW7TtZid1EtDpQa4WxoEqhXy3H5+CycPyqjzeTir/eX4rUf8yAAePT8YZiQnRjwuBUKASkxaiTqVa2CHkmSkFdZD2snlq/ao1PLvVvjD5+qg8t1+s/TLUq454OdKDFaceXEfrhiUha0EdjiS9QbNFZcD2YZgGCSJMmzwy5ErXC0ajmyEnTN6oSJooTi2s49Z9/E4OxUa8lkMiElJSX6t547HA5s374df/zjH5tdP2fOHGzZssXnfex2O+z208sDJpMJAPDcc89BrQ7etrjCagt+2lEEmSDAZM3E69t7b27FyCoLDpaaUG1xYDeA3Q3XK2QCUuM0yDRokBKrRq3FiVKjDWUmW6ucG51K3lBJ1oDyzTKs2dz+c6bkV+NYhRmP/CrDnOFpnW6cKpd5ivZplXJv0GO2uVDvCM1ZlVwmQK2QwdJi50VeRT0O5ldBpZChypGJ17fKoFPJWV+HqBcz2Vrv1uwqnUqOmHaqdFscnl2lgcyUGLTKkOTsNP0sb0+PD3YqKyvhdruRltZ8O3daWhrKysp83mfFihV44oknQj62bQXVAID+KfqQNWmUCZ7KoFanGzaHO6AXXzj1S9KhX5IONqcbZUZbs4CmpNbqszO5XObplpxu0CDDoPH02AngJGtCdgKMVicqzHb8eLQSc4enQdmJasbuhmJl9XY39Go5ZIIQskCn8flaBjqiKGFvsScxeUTG6dmwYGybJ6KeK06jhFohQ53NFdCOUF9kgoA4raLDnWU6lQIKmQxGqxNiD1kc6vHBTiNfywxtRaUPP/ww7r//fu/3JpMJWVlZWLJkSVCXsS4/VYcX/3sUl4ztg7S44De3k8mA3OTTfWsaAwdLkJdWQkWUJORX1WPXyVrsKqzFkfI69InXYmxWAsZlGTC0jSWuQCyyOPDAv3ajqt6B6n4JeHj+sJCuux8qM+HZrw+jX5IOV07KwtD04LyevthTAqUyHzk6FZ5cNAqffrAGAPDQ0sXQayNTpIuIug9RlHCqzoZqs6NT1aA1DTPngbS3cbo9TZz9Wc4P5TLWM8880+FxPT7YSU5OhlwubzWLU15e3mq2p5Farfa5XKVSqaBSBe+XMSIrCU/+TudtFxFMggDkJOsR06Tcu0oFxOm1MFqcKDVZ4XR1/4h7aKYaQzMTceWZoXn8VJUK/2/BGDz07z3YUWzGhztL8fsQ5U7V1Dvw1+/yUOuQUFtajz2fHcL4fvG4+oxsDEnvfPsMm9ONj3efgiBX4uop/aHXamCpr4dMEKDXqoP6miWinitbo0aqwY3iWotfFZcBzwx6gl6J9DhNwFvoVfC8h5cabagyt/85F+zP16aP648ePweuUqkwYcIErF+/vtn169evx9SpUyM0qtDLStA1C3SaMuiUGJwai7Q4dae6AkebgakxuHvmQADAR9uL8N7WEzBag5vU53KL+PM3h1BtcaBfog5zhqdBLhOw42Qtlv5rN574fD+OlbfdOb49n+8uQa3VifQ4DWYPOx3Aq7iERUQtaFWeTQsZ8Rqf7/+C4NnkkWZQY2BqDIZnxnWpVpAgCMiM14a052Aw9PiZHQC4//77cd1112HixImYMmUKVq1ahZMnT+K2226L9NBCIiNe02GnYllD4m+8ToUyoy3oH+49zYwhqcivrMfHO4vx/rZCfLS9CGcPSsYFozIwJC22y0XB3vy5APtLTNAq5Xhk/jD0SdDi8glZWPvbSXx/qBy/najBbydqMDk3EVed0c/vHVRmmwv/3umpq3PN5H5QyGVozNtWBFIPn4h6DUEQkByjRpxGiVKjFXaXiBi1AjEaBWJUwW0028igU0KnlqOoxgqzLbRb4jsjKoKdK664AlVVVXjyySdRWlqKkSNHYt26dcjOzo700NqlVAhIjdXA7nKjys911pRYNZIDaBioUsjQL0kHs92Fklqr391zo9H1U3OQnaTHF3tKcLTcjA2HK7DhcAX6p+hxwagMTBuU0qndApuOVuDTXZ4q0ffNGoQ+CZ4miOkGDe49bzAun5CFD7adxMYjFdiaX42t+dU4a2Ay/nB2bofNHz/eWYR6uxvZiTqcMyil2W1MTiai9qgUsrD2VlTKZchN1qPSbEeZ0Ra0TvLBEBV1drrK3xbxnVFqtLbK2ZHJGoIWvdobYbvcIqrqHag02yG2EY/E65TejsOdIUkSKsx2lJvs3epFGAlHTtVh3d5S/Hi0oln9nllD03DB6AxkGPzr2nyy2oIlH+2CzSnisvF9cf3UnDaPLaqx4INthfjxSAUkAHqVHDefnYtZw9J8zizVWBz4w1u/we4S8ej5w3Bmf09TVafDgf97+TmkxKrx6KOPMmeHiLodm9ONwurTRQizQpig7M/nN08Nw0gQgKQYFYakxSI1VtNsKlEhlyEtToOh6XFIi1O3WvtsLFPetef3zCQNTov1WQ69NxmcFovFswZjzQ1n4MapOUiP06De7sZ/dpfg9nd34J8/5cPSwfZyi8OF5esOwuYUMbqvAdee2f5MYt8EHZbOGYK/XTkWA1NjUO9w4+/fH8Njn+3HKR+NSz/6zdMOY3BaDCbnNi+KqJALYe9gTETkL41SjoGpMUiO7R4nYwx2wsSgVWJQWgwy47Xtdp+VN+TaDE2PRbpBA4VcgLZhS2CwPtwapzazkwPbZtieeJ0S+gA78nYHcVolLhnfF69dNwGPXzQc47Li4RYlfLKzGLe/swM/HC732StLkiS8+N1RFNdakRyjwgNzhvidnJebHIO/XjYGN07NgUouw67CWtz1/g58vrvEW7Oi3GTDV/s8Owx/f2ZO89+9ICArMx0pKSkMeIio2xIEARkGLXKSdRHruu4dC5exQruMVWtxQCmXQd/GzqmOSJIEUULIstxF0bO05WmAGfj9FXIBfRK0noJ/8Gy/LjXaulzcKpJ+K6jGqk15KDV6ZluGZcThtmn90b9JUvHHO4qweksBFDIBz1wyutNby4trrHjph6PYX+Kp4j08Iw53zxyIj3cUY/3BUxjT14CnF45qdh+NUoZBaZ3fyk5EFC38/fxmsIPQBjs9hdMtotJs9ztRGvB0ws0waFsFYi63iFKjDbUh6tnSlsZJjmC8op1uEZ/uKsbahs7qMgGYOyId152ZjbzKejz2n30QJeCOGQMwf2RGl55LlCR8ta8Mb24pgNXphlIuwC16gty/XjamVSDVL0kHQydbXxARRRMGOwFgsHOaW5RQZbaj0uxoc3ZGqRDQJ17bYU8ms92F4horHK6u7wBTKgToVQqolTIoZDLIBQFyuQCFTIBMaPhXJsDhaqjoGaReMZVmO1b/lI8fj1YCAGLVCkAA6mwuzByaisXnDQraUlK5yYaXfziGnYW1AIDJuYn43wuGNztGq/KsgxMREYOdgDDYaU0UJe/uMJf79Eukrdmc9h6nM8tkcpmAGLUCerUcMZqOe7U0JUkSyky2oFau3ltUi9d+zMOJagsAoH+yHs9eNjqgcflDkiT8cLgc20/U4vqp2UiNbd5mJDdFD7VMwqpVqwAAt9xyC5RKzvIQUe/k7+d3796SQ22SyYSGmj4q1FicqLE4kBqrDrjDtkwmIC1OA4NWiUpz64Cn5fdalRyxGkWXuuM2JsXp1QoUVVuDkj80qm88/nblOHy1rxQHSk24fkpO0AMdwDP2mUPTMHNo61YnMRoFYtQKOBwOVFRUAIDP5GkiImqOwQ61SxAEJOpVSNR3bfugRilH34TO1wjqjDiNEgNT5SissQSlOapcJuDC0Zm4cHRmu8elxalhdbphsga3imh6CJrJEhH1Btx6TlFNpZChf7IeKbHh6QyeoFciNU6D7CQ9shL9X+7riEGr9Ha3JyKiwDDYoagnCALSDRrkJIe2UZ1OLUef+NOFH+N1KgxKi+lyAUdBAFLjwhOsERFFIy5jUa8Rq1FiSLoCFocLVqcbNocIm8sdlH5hCrngs/CjUu4p4FhrcaCktnP1hwxaZZdymIiIejsGO9SryGUCYjXKZonWoih5gh+nG1anG0ars83+ZL4IApCdpGu3MWe8ToUYtQIltYF1oBcEII25OkREXcJgh3o9mUyAXq3wVrlOjRVRXGuF2eZfgnGfeC10qo7/lBRyTwd6o8WJUpMVTlfHszyJelWrlh6CICA+Pt57mYiI2sc6O2CdHfKtymxHqdHWbn2g5FiV3x3Sm5IkCbUWJyrM9jaX0QQBGJoeG/GeMkRE3RXr7BB1UVKM2lOrp8bqsyJzjEbR6e3ggiAgQa9Cgl4Fo9WJijp7q+dIiVUz0CEiCgIGO0Tt0CjlGJCiR0WdHeVNqkCrFLKgdaI3aJUwaJUw212oqLPDbHNBLhOQHMMdWEREwcBgh6gDgiAgNU6DWI0ShTUWOFwispOCv409Ru2pkGxzuuFwi20+vtPpxOrVqwEAN954I9tFEBF1gMEOkZ+0KjkGpsTA7hJDuhVco5S3+/iSJKGkpMR7mYiI2seEAKIAyGQCKxkTEfUwDHaIiIgoqjHYISIioqjGYIeIiIiiGoMdIiIiimrcjUXUA+l0ukgPgYiox2C7CLBdBBERUU/k7+c3l7GIiIgoqjHYISIioqjGnB2iHsbpdOLdd98FAFxzzTVsF0FE1AEGO0Q9jCRJKCgo8F4mIqL2cRmLiIiIohqDHSIiIopqDHaIiIgoqjHYISIioqjGYIeIiIiiGndjEfVA3G5OROQ/tosA20UQERH1RGwXQURERAQGO0RERBTlmLND1MO4XC6sXbsWAHDFFVdAoeCfMRFRe/guSdTDiKKIo0ePei8TEVH7uIxFREREUY3BDhEREUU1BjtEREQU1RjsEBERUVRjsENERERRjbuxADQWkTaZTBEeCVHHHA4H7HY7AM9rVqVSRXhERESR0fi53VEzCLaLAFBUVISsrKxID4OIiIg6obCwEH379m3zdgY78NQqKSkpQWxsLARBiPRwuiWTyYSsrCwUFhayf1g3wN9H98LfR/fC30f3EsrfhyRJqKurQ2ZmJmSytjNzuIwFQCaTtRsR0mlxcXF88+hG+PvoXvj76F74++heQvX7MBgMHR7DBGUiIiKKagx2iIiIKKox2CG/qNVqPP7441Cr1ZEeCoG/j+6Gv4/uhb+P7qU7/D6YoExERERRjTM7REREFNUY7BAREVFUY7BDREREUY3BDhEREUU1BjsUkIKCAtx8883Izc2FVqvFgAED8Pjjj8PhcER6aL3GypUrkZubC41GgwkTJmDTpk2RHlKvtWLFCkyaNAmxsbFITU3FwoULcfjw4UgPi+D53QiCgMWLF0d6KL1acXExrr32WiQlJUGn02Hs2LHYvn172MfBYIcCcujQIYiiiNdeew379+/HCy+8gFdffRWPPPJIpIfWK6xduxaLFy/Go48+ip07d+Kcc87B/PnzcfLkyUgPrVfauHEj7rzzTvzyyy9Yv349XC4X5syZg/r6+kgPrVfbtm0bVq1ahdGjR0d6KL1aTU0NzjrrLCiVSnz11Vc4cOAAnnvuOcTHx4d9LNx6Tl32l7/8Ba+88gry8vIiPZSoN3nyZIwfPx6vvPKK97phw4Zh4cKFWLFiRQRHRgBQUVGB1NRUbNy4EdOmTYv0cHols9mM8ePHY+XKlXj66acxduxYvPjii5EeVq/0xz/+ET/99FO3mH3mzA51mdFoRGJiYqSHEfUcDge2b9+OOXPmNLt+zpw52LJlS4RGRU0ZjUYA4N9DBN1555244IILMGvWrEgPpdf77LPPMHHiRFx++eVITU3FuHHj8Prrr0dkLAx2qEuOHz+Ol156CbfddlukhxL1Kisr4Xa7kZaW1uz6tLQ0lJWVRWhU1EiSJNx///04++yzMXLkyEgPp1f64IMPsGPHDs5ydhN5eXl45ZVXMGjQIHzzzTe47bbbcM899+Ctt94K+1gY7BAAYNmyZRAEod2v3377rdl9SkpKMG/ePFx++eX4n//5nwiNvPcRBKHZ95IktbqOwu+uu+7Cnj178P7770d6KL1SYWEh7r33XrzzzjvQaDSRHg4BEEUR48ePx/LlyzFu3Djceuut+MMf/tBsGT5cFGF/RuqW7rrrLlx55ZXtHpOTk+O9XFJSgnPPPRdTpkzBqlWrQjw6AoDk5GTI5fJWszjl5eWtZnsovO6++2589tln+PHHH9G3b99ID6dX2r59O8rLyzFhwgTvdW63Gz/++CNefvll2O12yOXyCI6w98nIyMDw4cObXTds2DD8+9//DvtYGOwQAM8HaXJysl/HFhcX49xzz8WECROwevVqyGScIAwHlUqFCRMmYP369fjd737nvX79+vW4+OKLIziy3kuSJNx999345JNPsGHDBuTm5kZ6SL3Weeedh7179za77sYbb8TQoUPx0EMPMdCJgLPOOqtVKYYjR44gOzs77GNhsEMBKSkpwYwZM9CvXz/89a9/RUVFhfe29PT0CI6sd7j//vtx3XXXYeLEid5ZtZMnTzJnKkLuvPNOvPfee/jPf/6D2NhY76ybwWCAVquN8Oh6l9jY2Fa5Unq9HklJScyhipD77rsPU6dOxfLly7Fo0SL8+uuvWLVqVURWAxjsUEC+/fZbHDt2DMeOHWs1Xc8qBqF3xRVXoKqqCk8++SRKS0sxcuRIrFu3LiJnSgRv7sGMGTOaXb969WrccMMN4R8QUTcyadIkfPLJJ3j44Yfx5JNPIjc3Fy+++CKuueaasI+FdXaIiIgoqjHZgoiIiKIagx0iIiKKagx2iIiIKKox2CEiIqKoxmCHiIiIohqDHSIiIopqDHaIiIgoqjHYISIioqjGYIeIerQZM2Zg8eLFkR5GUGzYsAGCIKC2thYAsGbNGsTHx0d0TETRgMEOUS9zww03YOHCha2ub/lB21N8/PHHeOqppyI9jDYtW7YMY8eO9evYqVOnorS0FAaDIbSDIupl2BuLiMLK6XRCqVQG7fESExOD9liR5HQ6oVKp2FCXKAQ4s0NEbfr3v/+NESNGQK1WIycnB88991yz2wVBwKefftrsuvj4eKxZswYAUFBQAEEQ8OGHH2LGjBnQaDR45513cOLECVx00UVISEiAXq/HiBEjsG7dujbHsXLlSgwaNAgajQZpaWm47LLLvLe1XMbKycnB8uXLcdNNNyE2Nhb9+vVr1WW5qKgIV155JRITE6HX6zFx4kRs3brVe/vnn3+OCRMmQKPRoH///njiiSfgcrnaHN+GDRtwxhlnQK/XIz4+HmeddRZOnDiBNWvW4IknnsDu3bshCAIEQfD+3wiCgFdffRUXX3wx9Ho9nn766Q5n16qqqnDGGWdgwYIFsNlskCQJzz77LPr37w+tVosxY8bgX//6V5vjJOqtOLNDRD5t374dixYtwrJly3DFFVdgy5YtuOOOO5CUlBRwR++HHnoIzz33HFavXg21Wo1bbrkFDocDP/74I/R6PQ4cOICYmBif9/3tt99wzz334O2338bUqVNRXV2NTZs2tft8zz33HJ566ik88sgj+Ne//oXbb78d06ZNw9ChQ2E2mzF9+nT06dMHn332GdLT07Fjxw6IoggA+Oabb3Dttdfi73//O8455xwcP34ct9xyCwDg8ccfb/VcLpcLCxcuxB/+8Ae8//77cDgc+PXXXyEIAq644grs27cPX3/9Nb777jsAaLZE9fjjj2PFihV44YUXIJfLkZ+f3+bPVFRUhDlz5mDixIn45z//CYVCgUcffRQff/wxXnnlFQwaNAg//vgjrr32WqSkpGD69Ont/1KIehOJiHqV66+/XpLL5ZJer2/2pdFoJABSTU2NJEmSdPXVV0uzZ89udt8HHnhAGj58uPd7ANInn3zS7BiDwSCtXr1akiRJys/PlwBIL774YrNjRo0aJS1btsyv8f773/+W4uLiJJPJ5PP26dOnS/fee6/3++zsbOnaa6/1fi+KopSamiq98sorkiRJ0muvvSbFxsZKVVVVPh/vnHPOkZYvX97surffflvKyMjweXxVVZUEQNqwYYPP2x9//HFpzJgxra4HIC1evLjZdT/88EOz38Hq1aslg8EgHT58WOrXr5909913S6IoSpIkSWazWdJoNNKWLVuaPcbNN98sXXXVVT7HQtRbcWaHqBc699xz8corrzS7buvWrbj22mu93x88eBAXX3xxs2POOussvPjii3C73ZDL5X4/38SJE5t9f8899+D222/Ht99+i1mzZuHSSy/F6NGjfd539uzZyM7ORv/+/TFv3jzMmzcPv/vd76DT6dp8vqaPJQgC0tPTUV5eDgDYtWsXxo0b12auz/bt27Ft2zb86U9/8l7ndrths9lgsVhaPW9iYiJuuOEGzJ07F7Nnz8asWbOwaNEiZGRktP+fgtb/L75YrVacffbZuOqqq/C3v/3Ne/2BAwdgs9kwe/bsZsc7HA6MGzeuw8cl6k2Ys0PUC+n1egwcOLDZV58+fZodI0kSBEFodV1TgiC0us7pdPp8vqb+53/+B3l5ebjuuuuwd+9eTJw4ES+99JLPscbGxmLHjh14//33kZGRgcceewxjxoxpd9dYywRoQRC8y1RarbbN+wGAKIp44oknsGvXLu/X3r17cfToUWg0Gp/3Wb16NX7++WdMnToVa9euxeDBg/HLL7+0+zxA6/8XX9RqNWbNmoUvv/wSRUVFzcYJAF9++WWzsR44cIB5O0QtMNghIp+GDx+OzZs3N7tuy5YtGDx4sHdWJyUlBaWlpd7bjx49CovF4tfjZ2Vl4bbbbsPHH3+MJUuW4PXXX2/zWIVCgVmzZuHZZ5/Fnj17UFBQgO+//74TP5Vn1mfXrl2orq72efv48eNx+PDhVsHgwIEDIZO1/ZY5btw4PPzww9iyZQtGjhyJ9957DwCgUqngdrs7NVYAkMlkePvttzFhwgTMnDkTJSUlADy/H7VajZMnT7YaZ1ZWVqefjygacRmLiHxasmQJJk2ahKeeegpXXHEFfv75Z7z88stYuXKl95iZM2fi5ZdfxplnnglRFPHQQw/5ta188eLFmD9/PgYPHoyamhp8//33GDZsmM9jv/jiC+Tl5WHatGlISEjAunXrIIoihgwZ0qmf66qrrsLy5cuxcOFCrFixAhkZGdi5cycyMzMxZcoUPPbYY7jwwguRlZWFyy+/HDKZDHv27MHevXvx9NNPt3q8/Px8rFq1CgsWLEBmZiYOHz6MI0eO4Pe//z0Az+6w/Px87Nq1C3379kVsbCzUanVAY5bL5Xj33Xdx1VVXYebMmdiwYQPS09OxdOlS3HfffRBFEWeffTZMJhO2bNmCmJgYXH/99Z36/yGKRpzZISKfxo8fjw8//BAffPABRo4cicceewxPPvlks51Yzz33HLKysjBt2jRcffXVWLp0abu5NI3cbjfuvPNODBs2DPPmzcOQIUOaBVFNxcfH4+OPP8bMmTMxbNgwvPrqq3j//fcxYsSITv1cKpUK3377LVJTU3H++edj1KhReOaZZ7yzVXPnzsUXX3yB9evXY9KkSTjzzDPx/PPPIzs72+fj6XQ6HDp0CJdeeikGDx6MW265BXfddRduvfVWAMCll16KefPm4dxzz0VKSgref//9To1boVB4f+6ZM2eivLwcTz31FB577DGsWLECw4YNw9y5c/H5558jNze3U89BFK0EqeWCOxEREVEU4cwOERERRTUGO0RERBTVGOwQERFRVGOwQ0RERFGNwQ4RERFFNQY7REREFNUY7BAREVFUY7BDREREUY3BDhEREUU1BjtEREQU1RjsEBERUVT7/0k1XUJRWLHIAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "colormap = {'G0':'C0', 'G1':'C1', 'G2':'C2', 'G3':'C3'}\n",
    "for level in ['G0','G1','G2','G3']:\n",
    "    plt.figure()\n",
    "    ax = cascade_ci[level]['val'].fillna(0).plot(color=colormap[level], label=level)#, legend=None)\n",
    "    plt.fill_between(cascade_ci[level].index, cascade_ci[level].ci_low, cascade_ci[level].ci_high, \n",
    "                     facecolor=colormap[level], alpha=0.2)\n",
    "    ax.axvline(x=0, color='k', alpha=0.5, linestyle='--')\n",
    "    ax.axhline(y=0, c='k', alpha=0.5)\n",
    "    ax.set_ylim([-40,240])\n",
    "    ax.set_ylabel('Call volume increase (%)')\n",
    "    ax.set_xlabel('Hours since strike')\n",
    "    ax.legend()\n",
    "    fig = ax.get_figure()\n",
    "    #fig.savefig(path_save + 'Cascade_CI_legend_%s.pdf' %level, bbox_inches=\"tight\", format='pdf', dpi=1000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Build figure S9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/9z/r1lbz_6x5bggmh2909f3gnd00000gp/T/ipykernel_30158/1940215171.py:10: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  cascade['G1'] = cascade['G1'].shift(1)\n",
      "/var/folders/9z/r1lbz_6x5bggmh2909f3gnd00000gp/T/ipykernel_30158/1940215171.py:11: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  cascade['G2'] = cascade['G2'].shift(1)\n",
      "/var/folders/9z/r1lbz_6x5bggmh2909f3gnd00000gp/T/ipykernel_30158/1940215171.py:10: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  cascade['G1'] = cascade['G1'].shift(1)\n",
      "/var/folders/9z/r1lbz_6x5bggmh2909f3gnd00000gp/T/ipykernel_30158/1940215171.py:11: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  cascade['G2'] = cascade['G2'].shift(1)\n",
      "/var/folders/9z/r1lbz_6x5bggmh2909f3gnd00000gp/T/ipykernel_30158/1940215171.py:10: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  cascade['G1'] = cascade['G1'].shift(1)\n",
      "/var/folders/9z/r1lbz_6x5bggmh2909f3gnd00000gp/T/ipykernel_30158/1940215171.py:11: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  cascade['G2'] = cascade['G2'].shift(1)\n",
      "/var/folders/9z/r1lbz_6x5bggmh2909f3gnd00000gp/T/ipykernel_30158/1940215171.py:10: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  cascade['G1'] = cascade['G1'].shift(1)\n",
      "/var/folders/9z/r1lbz_6x5bggmh2909f3gnd00000gp/T/ipykernel_30158/1940215171.py:11: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  cascade['G2'] = cascade['G2'].shift(1)\n",
      "/var/folders/9z/r1lbz_6x5bggmh2909f3gnd00000gp/T/ipykernel_30158/1940215171.py:10: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  cascade['G1'] = cascade['G1'].shift(1)\n",
      "/var/folders/9z/r1lbz_6x5bggmh2909f3gnd00000gp/T/ipykernel_30158/1940215171.py:11: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  cascade['G2'] = cascade['G2'].shift(1)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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rh12dOXPmUFxczIcffkibNm2M4z/++GPYxxw8eDDmWVTgD6Jef/11pk+fXmm/F0D37t0B+OWXXzjrrLOC7vvll1+M+xPlpZdeorCw0Phc/zcXzbp69uzJO++8E/Y59Czv2WefzapVq0Ke06NHD3755ZdKx/Vj1X0dWrVqRV5eXsjMohCi/pDSPiFEvacP6jWbzcax0tJS3nzzzbg9dtiwYZjNZl588cWw1zr55JNp3Lgxv/32GyeccELIj6pm6ejefvvtoI6BW7ZsYdmyZcYg4S5dutCyZUtmz54ddF5xcTEffPCB0ckvnqpbU00NHDiQhQsXBjV18Hq9vP/++xE9/uijj+bAgQPk5+cHHQ9XOlVUVMS2bdvIy8sDtL8HqqoaWSXdq6++isfjiealGPTyrorXfOmll2J6rKqqvPLKKyHPd7vdbNu2ja5du8a0VlVVue6663j99dd56aWXKmVidC1btuTEE09k1qxZQV+XFStWsH79+oQ3T+jSpUvQvyc9cIxmXeeddx6KojB37tyga8+dOxdVVY1fgjRt2rTSv9/Aa6xbt47vvvvOOOZ2u5k1axZ9+/Y1/l6Fs2HDBrZv307Hjh1j/loIIeqeZKSEEPXeiBEj+M9//sNll13G9ddfz4EDB3j66acrvYGtyWPbtm3L/fffzyOPPEJpaSmXXnopjRo14rfffmP//v08/PDDpKenM3nyZK688koOHjzIBRdcQG5uLvv27eOnn35i3759VQZiur1793Leeedx3XXXkZ+fz0MPPYTdbue+++4DtN+YT5o0iTFjxjBy5EjGjh1LeXk5Tz31FIcPH+aJJ56I7QtZgzXV1AMPPMCnn37KkCFDeOCBB3A4HEybNs3YU1Zde2y9a913333HsGHDjOOPPfYY3377LRdffDHHHXccDoeDTZs2MWXKFA4cOMBTTz0FQGZmJqeeeipPPfUU2dnZtG3blsWLFzN9+nQaN24c02vq378/TZo04YYbbuChhx7CarXy1ltvRVQOOXToUGw2G5deeil33303ZWVlvPjiixw6dCjk+T///DMlJSWVuhYOGjSIxYsXVzsG4NZbb2X69OlcffXV9OjRgxUrVhj3paSkcPzxxxufP/nkkwwdOpQLL7yQcePGsXfvXu699166d+9eKQBbvHixURbr8XjYsmUL//3vfwEteNYzvSUlJUbHQf25Fy9ezP79+0lLSwvayxdOpOs6+uijuemmm5g6dSoZGRmceeaZ/PHHH/zzn//k+OOPj2hf3tVXX80LL7zAhRdeyBNPPEFubi5Tp05l/fr1LFiwwDjv559/5vbbb+eCCy6gffv2mEwmfvnlF5599lmaNm3KnXfeWe1zCSGSWF10uBBCiEiFG8hb0WuvvaZ26dJFTUlJUdu3b68+/vjj6vTp0yt1fAvVtS/Sx6qqqr7xxhtqnz59VLvdrqanp6vHH3+8+vrrrweds3jxYnXEiBFqVlaWarVa1ZYtW6ojRoyodqit3iHvzTffVG+99VY1JydHTUlJUU855RR19erVlc6fM2eO2rdvX9Vut6tpaWnqkCFD1G+//TboHL2TXmA3PFVV1SuvvFJNS0urdM2BAweq3bp1i2lN4br2jRgxIuTzVPw+LFmyRO3bt6+akpKiNm/eXL3rrrvUJ598UgXUw4cPh/6i+Xg8HrVt27aVOumtWLFCvemmm9Rjjz1WzcrKUs1ms5qTk6MOHz5c/eKLL4LO3b59u3r++eerTZo0UTMyMtThw4era9euVdu0aRPUbS7c30n9axXYbW7ZsmVqv3791NTUVDUnJ0e99tpr1R9++EEFKv29qejTTz9Vjz32WNVut6stW7ZU77rrLnXu3LkhO9o9+OCDanZ2tlpWVhZ0vHfv3mrz5s2rfB5V1b5PBHSVC/wINSh43rx56kknnaTa7XY1KytL/dvf/hZyqO/AgQPDXjfwNWzatCmq5w8n0nW53W71iSeeUDt27KharVa1RYsW6o033qgeOnQo4ufavXu3+re//U3NyspS7Xa7etJJJ6nz58+vdM7ll1+udujQQU1NTVVtNpvavn179YYbbgjqhiiEqJ8UVY1gWqUQQghRB4YNG8bmzZsj2kvyzDPP8Nhjj7Fjxw4cDkctrC45eDweOnbsyGWXXRY0d6uwsJCsrCyee+65KrtNCiGEiI3skRJCCJEU/vGPf/Dmm2/y9ddf8+GHH3L++eczf/78oOYPVbnpppto1KgRL7zwQoJXmlxmzZpFUVERd911V9Dxb775hpYtW3LdddfV0cqEEOLIJnukhBBCJAWPx8O//vUvdu/ejaIodO3alTfffDNk97hQ7HY7b775JmvWrEnwSpOL1+vlrbfeqrSXa8SIEYwYMaJuFiWEEA2AlPYJIYQQQgghRJSktE8IIYQQQgghoiSBlBBCCCGEEEJESQIpIYQQQgghhIiSNJtA26i7c+dOMjIyjGnyQgghhBBCiIZHVVUKCwvJy8urciC8BFLAzp07ad26dV0vQwghhBBCCJEktm3bRqtWrcLeL4EUkJGRAWhfrMzMzDpejRAi2Xk8HqPF9vHHH4/ZbK7jFQkhhBAiXgoKCmjdurURI4QjgRQY5XyZmZkSSAkhquV0Ovnmm28AGDBgADabrY5XJIQQQoh4q27LjzSbEEIIIYQQQogoSSAlhBBCCCGEEFGSQEoIIYQQQgghoiR7pIQQQgghhDjCqaqK2+3G4/HU9VLqnNlsxmKx1HjskQRSQgghhBBCHMGcTie7du2ipKSkrpeSNFJTU2nRokWNGkZJICWEEEIIIcQRyuv1smnTJsxmM3l5edhsthpnYuozVVVxOp3s27ePTZs20alTpyqH7lZFAikhhIiSxWLhsssuM24LIYQQycrpdOL1emndujWpqal1vZyk4HA4sFqtbNmyBafTid1uj+k68g5ACCGiZDKZ6Ny5c10vQwghhIhYrFmXI1U8vh7yFRVCCCGEEEKIKElGSgghouTxePjll18A6NGjB2azuY5XJIQQQojaJoGUEEJEyePxMGfOHAC6du0qgZQQQgjRAElpnxBCCCGEECJp7d69m9tuu42OHTtit9tp1qwZAwYMYNq0aUZL9/Lycm655Rays7NJS0vjnHPOYfv27Qldl2SkhBBCCCGEEElp48aNnHzyyTRu3JiJEyfSo0cP3G43f/zxB6+99hp5eXmcc845jB8/nk8//ZR33nmHpk2bcscddzBy5Ei+//77hFWOSCAlhBBCCCFEA6KqKqUuT508t8NqjmqO1bhx47BYLKxevZq0tDTjeI8ePTj//PNRVZX8/HymT5/Om2++yemnnw7ArFmzaN26NQsWLOCMM86I++uAJAqkHn/8ce6//35uu+02nnvuOUD7Jj/88MO8/PLLHDp0iL59+/LCCy/QrVs343Hl5eXceeedvP3225SWljJkyBCmTp1Kq1at6uiVCCGEEEIIkbxKXR66/ut/dfLcv/37DFJtkYUgBw4cYN68eUycODEoiAqkKArff/89LpeLYcOGGcfz8vLo3r07y5YtS1gglRR7pFatWsXLL79Mz549g45PmjSJ//znP0yZMoVVq1bRvHlzhg4dSmFhoXHO+PHj+eijj3jnnXdYunQpRUVFjBw5Eo+nbqJsIYQQQgghRM1t2LABVVXp0qVL0PHs7GzS09NJT0/nnnvuYffu3dhsNpo0aRJ0XrNmzdi9e3fC1lfnGamioiLGjBnDK6+8wqOPPmocV1WV5557jgceeIDRo0cDMHPmTJo1a8bs2bMZO3ZsnaXxhBDiSHOw7CD7S/fTuUnkg4a9Tife4mIsFX5wCSGESG4Oq5nf/l0375Md1uj3K1UsBVy5ciVer5cxY8ZQXl4e9nGqqkZVRhitOs9I3XTTTYwYMcIIhHSbNm1i9+7dQSm6lJQUBg4cyLJlywCqTeOFU15eTkFBQdCHEEJEymKxcOGFF3LhhRdisdT576Pi4paFt3DBJxewq2hXxI8pWb6cwnnz8cj/oUIIUa8oikKqzVInH9EENh07dkRRFNatWxd0vH379nTs2BGHwwFA8+bNcTqdHDp0KOi8vXv30qxZs5p/wcKo00DqnXfe4YcffuDxxx+vdJ+ehqv44gNTdLGm8R5//HEaNWpkfLRu3bqmL0UI0YCYTCa6detGt27dMJnq/PdRcbG9cDsqKjuKdkT8GE9REQDe4uJELUsIIUQD1rRpU4YOHcqUKVMoruJnTe/evbFarcyfP984tmvXLtauXUv//v0Ttr46ewewbds2brvtNmbNmoXdbg97XsWoNZIUXXXn3HfffeTn5xsf27Zti27xQghxhClxaXM4St2lkT/ItxdV9XgTsSQhhBCCqVOn4na7OeGEE3j33Xf5/fffWb9+PbNmzWLdunWYzWYaNWrENddcwx133MFXX33FmjVruPzyy+nRo0elqrd4qrOalO+//569e/fSu3dv45jH4+Gbb75hypQprF+/HtCyTi1atDDOCUzRBabxArNSe/furTL6TElJISUlJd4vSQjRQHi9Xn7//XcAjjnmmHqflfJ4PZR5yoDoAikjgPK4E7EsIYQQgg4dOrBmzRomTpzIfffdx/bt20lJSaFr167ceeedjBs3DoBnn30Wi8XCRRddZHTynjFjRsJmSEEdZqSGDBnCL7/8wo8//mh8nHDCCYwZM4Yff/yR9u3b07x586AUndPpZPHixUaQVFdpPCFEw+Z2u3n//fd5//33cbvrfxARGDxFl5HSXrsqXVKFEEIkUIsWLZg8eTIbN27E6XRSWFjId999x5133klqaioAdrudyZMnc+DAAUpKSvj0008Tvn2nzjJSGRkZdO/ePehYWloaTZs2NY6PHz+eiRMn0qlTJzp16sTEiRNJTU3lsssuAwhK4zVt2pSsrCzuvPPOhKfxhBDiSFLiLjFul7nLIn6cPyMlgZQQQoiGJ6nbTd19992UlpYybtw4YyDvvHnzyMjIMM6pizSeEEIcSfT9URB5RkoNyMRJRkoIIURDlFSB1Ndffx30uaIoTJgwgQkTJoR9jJ7Gmzx5cmIXJ4QQR6jAjFTEgZTX32BCAikhhBANUf3eIS2EEKLGYslIEbg3TAIpIYQQDZAEUkII0cAFZqQCb1clKCPllkBKCCFEwyOBlBBCNHCxlPYFZaS8EkgJIYRoeJJqj5QQQtQHZrOZUaNGGbfru1JX9O3PA/dFSUZKCCFEQySBlBBCRMlsNnPcccfV9TLiJqZmE4H7oiQjJYQQogGS0j4hhGjgYmo2EZiRkmYTQgghGiDJSAkhRJS8Xi8bNmwAoGPHjphM9ft3UoHBU6QDeY1hvATPlBJCCCEaivr9018IIeqA2+1m9uzZzJ49G/cREETE1GzCE9hswhv+PCGEEKKGdu/ezW233UbHjh2x2+00a9aMAQMGMG3aNEpKtJ9hL7/8MoMGDSIzMxNFUTh8+HDC1yUZKSGEaOBiKe0LykhJaZ8QQogE2bhxIyeffDKNGzdm4sSJ9OjRA7fbzR9//MFrr71GXl4e55xzDiUlJQwfPpzhw4dz33331craJJASQogGrsYZKQmkhBCiflFVcEU2NzDurKmgKBGfPm7cOCwWC6tXryYtLc043qNHD84//3xUVQVg/PjxAHz99dfxXG2VJJASQogGLqaMlAzkFUKI+stVAhPz6ua5798JtrTqzwMOHDjAvHnzmDhxYlAQFUiJIiiLN9kjJYQQDVxgRqrcU44ngnbmqgzkFUIIkWAbNmxAVVW6dOkSdDw7O5v09HTS09O555576mh1kpESQogGr6RCeUeZp4w0UzW/LZSBvEIIUX9ZU7XMUF09d5QqZp1WrlyJ1+tlzJgxlJeXx2tlUZNASgghGriK5Xyl7lLSrFUHUoENJlTJSAkhRP2iKBGX19Wljh07oigK69atCzrevn17ABwOR10syyClfUIIESWz2cxZZ53FWWedhdlsruvl1FjFjFSpK4J9UoENJrxq0J4pIYQQIh6aNm3K0KFDmTJlCsXFxXW9nEokIyWEEFEym82ceOKJdb2MuAncIwVQ6qk+kApsfw5ogVU9H0wshBAi+UydOpWTTz6ZE044gQkTJtCzZ09MJhOrVq1i3bp19O7dG9BmTe3evZsNGzYA8Msvv5CRkcFRRx1FVlZWQtYmgZQQQjRgqqoagZTNZMPpdUbWuc8TPIhY9XhQrNZELFEIIUQD1qFDB9asWcPEiRO577772L59OykpKXTt2pU777yTcePGATBt2jQefvhh43GnnnoqAK+//jpXXXVVQtYmgZQQQkTJ6/WydetWAI466ihM9TgTU+4px6tq2aWmjqbsKt4VUSBVaQivzJISQgiRIC1atGDy5MlMnjw57DkTJkxgwoQJtbcoZI+UEEJEze12M2PGDGbMmIHb7a7+AUkssKwvy66VPkSyR6piIFUpsBJCCCGOcBJICSFEA6Y3mrCb7aRb04EIh/JKICWEEKKBk0BKCCEaMD1oSrWm4rA4go5VRUr7hBBCNHQSSAkhRAOml/Y5LI6oAinJSAkhhGjoJJASQogGTC/tS7Wm4rBGkZFyS0ZKCCFEwyaBlBBCNGB6RirVkordbAcizEh5tcBJb3kuGSkhhBANjQRSQgjRgOkZqWhL+/SMlGKz+T6v390LhRBCiGjJHCkhhIiS2Wxm6NChxu36zGg2YYmy2YSekbJZoRjwehO2RiGEECIZSSAlhBBRMpvNnHzyyXW9jLgI2iMVYSCler3gVQEwpaTgIcSeKSGEEOIIJ6V9QgjRgAXukYq42UTAfii9tE/fMyWEEEI0FBJICSFElLxeLzt27GDHjh1463lJW8wZKR//HikJpIQQQiTG7t27ue222+jYsSN2u51mzZoxYMAApk2bRklJCQcPHuSWW26hS5cupKamctRRR3HrrbeSn5+f0HVJaZ8QQkTJ7XbzyiuvAHD//fdj07My9VBQRirSPVJ6YwmTgqLvEZOMlBBCiATYuHEjJ598Mo0bN2bixIn06NEDt9vNH3/8wWuvvUZeXh7t27dn586dPP3003Tt2pUtW7Zwww03sHPnTv773/8mbG0SSAkhRANmBFLRZKR8pX2K2QJmS9AxIYQQyU9V1chGXSSAw+JAUZSIzx83bhwWi4XVq1eTlpZmHO/Rowfnn38+qqqiKAoffPCBcV+HDh147LHHuPzyy3G73VgsiQl5JJASQogGLLD9eaolFYgikLKYUcy+CnEJpIQQot4odZfSd3bfOnnu7y77jlRrakTnHjhwgHnz5jFx4sSgICpQuKAsPz+fzMzMhAVRIHukhBCiQQvMSNktEQ7k1YMmk1kyUkIIIRJmw4YNqKpKly5dgo5nZ2eTnp5Oeno699xzT6XHHThwgEceeYSxY8cmdH2SkRJCiAYsljlSqkdrNhGYkZJmE0IIUX84LA6+u+y7OnvuaFXMOq1cuRKv18uYMWMoLy8Puq+goIARI0bQtWtXHnrooRqttToSSAkhRAMWqmtfmbvMqDkPyaM3mzCBNJsQQoh6R1GUiMvr6lLHjh1RFIV169YFHW/fvj0ADkdwUFZYWMjw4cNJT0/no48+wmq1JnR9UtonhBANWKiMlEf14PK6wj7Gv0fKguKrPZeMlBBCiHhr2rQpQ4cOZcqUKRQXF1d5bkFBAcOGDcNms/HJJ59gt9sTvj7JSAkhRJTMZjODBg0ybtdnRkYqIJACLcCymcO0dTe69plRTL7fx0lGSgghRAJMnTqVk08+mRNOOIEJEybQs2dPTCYTq1atYt26dfTu3ZvCwkKGDRtGSUkJs2bNoqCggIKCAgBycnIS9rNaAikhhIhSYCBV3wU2m7CYLFhNVlxeF6XuUhqlNAr5GDWw2YRkpIQQQiRQhw4dWLNmDRMnTuS+++5j+/btpKSk0LVrV+68807GjRvHypUr+e47bc9Xx44dgx6/adMm2rZtm5C1SSAlhBANlNvrptyjbdLVW587LA5cTpcRYIUS1P7cl5FS9X1TQgghRJy1aNGCyZMnM3ny5JD3Dxo0CFVVa3lVskdKCCGipqoqe/fuZe/evXXyH3e8BHbnc1i1sr6IOveFyEjh9SZkjUIIIUSykkBKCCGi5HK5mDp1KlOnTsXlCt+UIdnp+6PMihmbSdsPZQRSrvCBlF7Gp7U/NwcdE0IIIRoKCaSEEKKBMvZHWVKNVucRZaS8/mYTmKT9uRBCiIZJAikhhGig9EBKL+uDyAIpo9mE2YxikYyUEEKIhkkCKSGEaKACW5/rjKG8nrLwDwzV/pyAAEsIIYRoACSQEkKIBsoYxmutHEhVuUcqICNlNJtAAikhhBANiwRSQgjRQFWVkYqktM/ISCm+OySQEkII0YBIICWEEA1U4DBeXdTtz8HfuU8CKSGEEA2IDOQVQogomc1m+vfvb9yur4zSvlgzUr5GE5jN4PZIRkoIIUSDIoGUEEJEyWw2M2zYsLpeRo0ZpX2BGSlfBz89WxVSpYyUBRWnZKSEEEI0KFLaJ4QQDVTgHCldRBkpd3BGSjH7fpRIICWEECIBdu/ezW233UbHjh2x2+00a9aMAQMGMG3aNEpKtJ9lY8eOpUOHDjgcDnJycjj33HNZt25dQtclGSkhhIiSqqrk5+cD0KhRI2OYbX2jZ6T04AnAbrYDUQzkBTBrP0okIyWEECLeNm7cyMknn0zjxo2ZOHEiPXr0wO1288cff/Daa6+Rl5fHOeecQ+/evRkzZgxHHXUUBw8eZMKECQwbNoxNmzYlrAxfAikhhIiSy+XiueeeA+D+++/HZrPV7YJiFGuziaD25/gzUjKUVwgh6g/V7a6T51Us0YUf48aNw2KxsHr1atLS0ozjPXr04Pzzz0dVVQCuv/564762bdvy6KOPcuyxx7J582Y6dOgQn8VXIIGUEEI0UCHbn/v2SJW5ww/kDWx/DhgBlZ6pEkIIkdxUt5vDH3xYJ8/d+PzREQdTBw4cYN68eUycODEoiAoUqiqkuLiY119/nXbt2tG6desarbcqskdKCCFqi8edVMGGnpEKLO3Tg6qI2p/rGSnfD0TJSAkhhIinDRs2oKoqXbp0CTqenZ1Neno66enp3HPPPcbxqVOnGse//PJL5s+fn9CqEclICSFEbVBVeHUwOEtg3HIwW+t6RaG79kXTbELPRJl8v5NLoiBRCCFEeIrFQuPzR9fZc0f9mApZp5UrV+L1ehkzZgzl5eXG8TFjxjB06FB27drF008/zUUXXcS3336L3W6v8bpDkUBKCCFqg6sEdv2k3d7/BzTrVrfrIbY5UoENJRSzv/15xfuEEEIkt1gCmtrWsWNHFEWp1H2vffv2ADgcjqDjjRo1olGjRnTq1ImTTjqJJk2a8NFHH3HppZcmZH1S2ieEELXBGTCXae/vdbeOADE1mwgMlio1m6ibjctCCCGOTE2bNmXo0KFMmTKF4uLiqB+vqmpQxireJJASQoja4Ar4AbAvsXMtIhWy2UQMGSm9/TlebwJWKYQQoiGbOnUqbrebE044gXfffZfff/+d9evXM2vWLNatW4fZbGbjxo08/vjjfP/992zdupXly5dz0UUX4XA4OOussxK2tuTP6QkhRJIxmUz06dPHuB0RV0BgUg8yUuWecjxeD2ZT8OwNo2OfxX9cvy0ZKSGEEPHWoUMH1qxZw8SJE7nvvvvYvn07KSkpdO3alTvvvJNx48Zx+PBhlixZwnPPPcehQ4do1qwZp556KsuWLSM3Nzdha5NASgghomSxWBgxYkR0Dwos7UuCjJSqqiEzUnaLf0NumaeMNFOFdrMVOvYBoAdbkpESQgiRAC1atGDy5MlMnjw55P2pqal88cUXtbwqKe0TQojaEVjad3AjuMLPaaoNZZ4yVLQhhoEZKbvZjoLWHSlUeV+lGVIEZqSk2YQQQoiGQwIpIYSIkqqqFBcXU1xcbExUr1ZgRkr1woE/E7O4CAUGSXazPwulKIqRlSp1hdgnFSKQMtqfe6S0TwghRMMhgZQQQkTJ5XLx1FNP8dRTT+FyuSJ8UEnw53vrtrxPL+tzWByV9kEZDSc84TNSmAIzUnr7cyntE0II0XBIICWEELWhYiC1r24bTuiNJvSgKVCVnftCNZvwZaRUyUgJIYRoQCSQEkKI2uBMzoxUYKMJXVWBVKiMFBZpfy6EEMku4lL0BiIeXw8JpIQQojbozSYyW2p/JklGKrDRhE4PrkLtkQrZ/twkA3mFECJZWa1WAEpKSqo5s2HRvx761ycW0v5cCCFqgx6U5B0PBTvg0GbtmLVyaV1t0IOkaDNShMpI6QN5PdK1Twghko3ZbKZx48bs3bsX0FqFK4pSx6uqO6qqUlJSwt69e2ncuDFms7n6B4UhgZQQQtQGpy8jldUO7I2h7DDs/xNa9KyT5cS6R6rKgbzSbEIIIZJS8+bNAYxgSkDjxo2Nr0usJJASQojaoDebsKZB7jGwdbk2mLeuAilX+NI+o/15Vc0mQrU/90pGSgghkpGiKLRo0YLc3NzIu80ewaxWa40yUToJpIQQIkomk4njjjvOuB0RvdmELRVyjtYCqb11t0/K2CMVa7MJc4j25zKQVwghkprZbI5LACE0EkgJIUSULBYLo0aNiu5BRkYqVctIgZaRqiNVNZuIqP25WdqfCyGEaNgkkBJCiNoQGEg1aqXdrsuMVELan6uoqtqgNzELIYRoOKT9uRBCRElVVZxOJ06nM/I5FIGlfXpG6tDmyvOlaonRbCJE18AqAyl3iGYTgWUi0rlPCCFEAyGBlBBCRMnlcjFx4kQmTpwY+aZdfY6UNQ3ScsCRBaiw/4+ErbMqsWakjIYSgcFTwG1VAikhhBANhARSQghRG/Q5UrZUUJQ63ydV5R4pawQZqcA9UooCJl85nwzlFUII0UBIICWEELVBL+HTS+lyjtb+rKN9UnqQFGtGSqnQ9UnxDeVVvTJLSgghRMMggZQQQtSGwNI+qPOMVKkrtkAqVPtzCBjKKxkpIYQQDYQEUkIIURsCS/ugzjNSVZb2masq7dMCpYoZKaOLn2SkhBBCNBASSAkhRKJ5PeAu025XzEgd3gLO4lpfUpXNJqrYI2UESubg6Rn+jJQ0mxBCCNEwSCAlhBCJ5gpoca7vkUrLhtRs7fa+9bW+pFgH8vqbTVT48eEbyosM5RVCCNFASCAlhBBRMplMdO3ala5du2IyRfDfqDErSvEHUlCn+6QiaX9epmfRAoVqfw4oFmk2IYQQomGxVH+KEEKIQBaLhYsuuijyB+gZKauv9bku52jYvKTW90m5vC6cXidQfUZKVVWtvblPqPbngD8jJc0mhBBCNBB1mpF68cUX6dmzJ5mZmWRmZtKvXz/mzp1r3K+qKhMmTCAvLw+Hw8GgQYP49ddfg65RXl7OLbfcQnZ2NmlpaZxzzjls3769tl+KEEKEpwdStgpBS66v4UQtl/YFluzpQVMg/ZhH9eDyVhg4LO3PhRBCCKCOA6lWrVrxxBNPsHr1alavXs3gwYM599xzjWBp0qRJ/Oc//2HKlCmsWrWK5s2bM3ToUAoLC41rjB8/no8++oh33nmHpUuXUlRUxMiRI/F4ZMOzECJJVJwhpcvRS/tqNyOll/VZFAtWk7XS/YHBVWDQpaoqqkdvNlExkNJ+nEj7cyGEEA1FnQZSZ599NmeddRadO3emc+fOPPbYY6Snp7NixQpUVeW5557jgQceYPTo0XTv3p2ZM2dSUlLC7NmzAcjPz2f69Ok888wznH766Rx//PHMmjWLX375hQULFtTlSxNCHMGcTicTJkxgwoQJOJ3O6h9QcYaUzujctxXKi+K7yCrojSYcVkdQ2Z7OYvIHWEENJwJ+QVWptE/v4ie/xBJCCNFAJE2zCY/HwzvvvENxcTH9+vVj06ZN7N69m2HDhhnnpKSkMHDgQJYtWwbA999/j8vlCjonLy+P7t27G+eEUl5eTkFBQdCHEEIkTMUZUrrULEjL0W7vr73yvqqG8er0rJQedEHAMF4IP5DXI6V9QgghGoY6D6R++eUX0tPTSUlJ4YYbbuCjjz6ia9eu7N69G4BmzZoFnd+sWTPjvt27d2Oz2WjSpEnYc0J5/PHHadSokfHRunXrOL8qIYQIoM+JCtHYwT+Yt/Y691XV+lxnt9iBMBkpk4JSsVuh/rlXMlJCCCEahjoPpLp06cKPP/7IihUruPHGG7nyyiv57bffjPsrlp1U7CAVSnXn3HfffeTn5xsf27Ztq9mLEEKIqgR27asot/b3SVXV+lyn36dnr8CfkVJM5krnG+3PZSCvEEKIBqLOAymbzUbHjh054YQTePzxxzn22GN5/vnnad68OUClzNLevXuNLFXz5s1xOp0cOnQo7DmhpKSkGJ0C9Q8hhEgYZ5iufVAnGSk9y1RVRirkUF49kLJUDqRkIK8QQoiGps4DqYpUVaW8vJx27drRvHlz5s+fb9zndDpZvHgx/fv3B6B3795Yrdagc3bt2sXatWuNc4QQos4ZGam0yvfVwVBeo7Qvgj1SZR7/UF5jj1RVGSnZIyWEEKKBqNOBvPfffz9nnnkmrVu3prCwkHfeeYevv/6aL7/8EkVRGD9+PBMnTqRTp0506tSJiRMnkpqaymWXXQZAo0aNuOaaa7jjjjto2rQpWVlZ3HnnnfTo0YPTTz+9Ll+aEEL4ucK0Pwd/Rip/G5QXQkpGwpcTSWlfqIyUMYw3REZK7+KnSkZKCCFEA1GngdSePXu44oor2LVrF40aNaJnz558+eWXDB06FIC7776b0tJSxo0bx6FDh+jbty/z5s0jI8P/RuPZZ5/FYrFw0UUXUVpaypAhQ5gxYwbmiq15hRAiTkwmE506dTJuV6uq0r7ULEhvBkV7tMG8rU6I40pDi6TZhBFIBeyRMhpJhPr/Vc9SyUBeIYQQDUSdBlLTp0+v8n5FUYxZLeHY7XYmT57M5MmT47w6IYQIzWKxMGbMmMgfUFVpH2hZqaI9sPf32gmkfOsJHLxbUciMlL5HKkQgZbQ/l4G8QgghGoik2yMlhBBHHFcVGSmo9X1SUWWkQrU/ryojJQN5hRBCNBASSAkhRKIZc6TCZICMzn210wI95j1SkWSkpNmEEEKIBqJOS/uEEKI+cjqdPPXUUwDcdddd2Gy2qh9QXWlfEmak9IG8+rngL9sLGUjpx6TZhBBCiAZCMlJCCBEDl8uFy+WK8GRfVidcaZ+ekSrYAWX5NV9cNfTgKNo9UkYjCXOI38GZJSMlhBCiYZFASgghEs0o7QuTkXI0howW2u196xO+HL0TX8ztz82Vf3Qovu6F0v5cCCFEQyGBlBBCJFpVc6R0tbhPKuZmE1W1P/cN5JVmE0IIIRoKCaSEECLRqpojpTP2SSU+IxVRswlf0FfmLjOO+TNSVQ3klUBKCCFEwyCBlBBCJFp1zSbAn5HalxwZKT3ICm5/7ivbC5WR0o+poMpQ3qSgejw4t23D63TW9VKEEOKIJIGUEEIkWiSlfXpGam/iO/fF3v5cC5Cq7NoHIEN5k4JzyxaKly2nbO2vdb0UIYQ4Ikn7cyGEiJKiKLRt29a4XSWPGzy+jICtqoxUF+3Pwp1QelhrQJEAqqoawVGse6SqC6RUj4dqviqiFnjytQ6Q3pKSas4UQggRCwmkhBAiSlarlauuuiqyk13FAQ+sYo+UvRFkttRaoO9bD0f1rdEawynzlKGiArEP5A1Z2oc2lFd1e6QFepJQy7T9bapLSvuEECIRpLRPCCESSZ8hpZjAklL1ubWwT0ov6wP/0N1Q9PuC25+HH8gLgEmG8iYTb6n2vVMjnXcmhBAiKhJICSFEIhkzpFKhujJAowV64vZJBQ7jNSnhfwToGalyTzkeve15VQN50TJSIM0mkoW3xBcEy541IYRICCntE0KIKDmdTp577jkAxo8fj81mC3+y0WiiirI+XW7tZaSqKusDfyAFWjlgmimtyoG8APiG8sob9+SglklGSgghEkkCKSGEiEFJpBv49dK+qmZI6XIS37kvkkYTAHazHQUFFa05RZo1reqBvIDiy1RJRqruecvLjb1qEkgJIURiSGmfEEIkklHaV0XHPp3eua9oN5QeSshyIs1IKYpSaZ9UVQN5wV/aJxmpuhfYqU/1eCW4FUKIBJBASgghEimSGVI6eyZkttJuJygrFckwXl3Fzn2qJ7JmE/Kmve6ppaXBn0tWSggh4k4CKSGESCSnL5CKpLQPEr5PygikqslIQYgW6Hpbc0s1zSYkI1XnvL7W5zoJpIQQIv4kkBJCiEQyMlIRlPZBwjv36aV9gc0kwgmbkTKFazahtz/31HCVoqaMjn0+EkgJIUT8SSAlhBCJ5Io2I+VrOJHojFQEpX161qrUVaqV66m+O6rLSMlA3jqnlgY3Q5FASggh4k+69gkhRJQURSEvL8+4XSWj2UQEe6Qg4Z37oslIBTWbCCjXC5eRMvZOyUDeOlextA8JpIQQIu4kkBJCiChZrVauv/76yE6OurTP17mveC+UHITUrOgXWIVYm00ENpBQwmSk9LbokpGqe0ZpnwKosm9NCCESQUr7hBAikaKZIwWQkg6NjtJu74t/VirS9udQIZCqbhgvAZkqyUjVOa+vtM+UpgXwUtonhBDxJ4GUEEIkUjRzpHR657698d8nZQzkjbZrnzGMt4pCBn0grzSbqFOqx4Na7gTAnJmpHZNASggh4k4CKSGEiJLL5eK5557jueeew1XdG9Ro5kjp9M59ichIxVra54kgI2U0m5BAqi55S7X9UYrZhCktHZBASgghEkH2SAkhRJRUVeXw4cPG7SpFO0cK/J37EpGRcsWYkdL32IQbxgvS/jxJ6B37FLsDxWrVjskeKSGEiLuoAqn169fz9ttvs2TJEjZv3kxJSQk5OTkcf/zxnHHGGZx//vmkpKQkaq1CCFH/RNtsApIzI+VrNqFUUdon7c+Tg96xz5TqQLH6yi2dkpESQoh4i6i0b82aNQwdOpRjjz2Wb775hj59+jB+/HgeeeQRLr/8clRV5YEHHiAvL48nn3yS8vLyRK9bCCHqh5hK+/TOffug+EBclxNrswkjy1RFaR/SbCIp6B37TI6AjJSU9gkhRNxFlJEaNWoUd911F++++y5ZWeFb8S5fvpxnn32WZ555hvvvvz9uixRCiHorltI+Wxo0bgOHt2iDedMGxG05UWWkrKH2SIUv7dPbosseqbqll/YFBVJuCaSEECLeIgqk/vzzT2w2W7Xn9evXj379+uF0Omu8MCGEOCK4YujaB9o+qcNbtH1SbRMQSEWQkbKb/QN59T02VQZSZmk2kQz00j7F4fAHt5KREkKIuIuotC+SIKom5wshxBEr2jlSugTtkzJK+yLISOnBltb+3Lfvqcr259JsIhlIaZ8QQtSOmNuf79q1iwsuuICcnByysrI4++yz2bhxYzzXJoQQSUlRFHJycsjJyUFRlKpP1kv7IghcguiB1N74BVIujwuXV3tDre9/qkrUA3klI5UUvKFK+ySQEkKIuIs5kLr66qvp3r07ixcvZuHChTRr1ozLLrssnmsTQoikZLVauemmm7jpppuw+t6ohmWU9kUZSOlDeffFrwW6XtYHETabsIYayFtF+3PJSCUFtVTLSCkBgRTS/lwIIeIu4kDqtttuo7i42Ph8w4YN3HPPPXTt2pXjjjuO2267jfXr1ydkkUIIUS95XOD1vYGNtrQvuwugQMkBKNoXl+WUurU32BaTBau5mgAQf0aqzF0WkJGKZI+UtD+vK16n0/j6mxwO0DNSHq9kCoUQIs4iniPVsmVLevfuzaRJkzjnnHO4+OKL6du3L2eddRYul4sPP/yQMWPGJHKtQghRvzj9v3yKutmELRWatIFDm7WsVHpOjZcTTetzqNj+PPJmE9L+vO6oJb5hvCk27fth8v++VHW7q/z+CSGEiE7EGam7776buXPn8uKLLzJ69GhuuOEGHnvsMVwuFx6Ph0mTJjF58uRErlUIIZKCy+XihRde4IUXXsBV1d4TfYaUYoYIMkCV5Byj/RmnfVLRtD6H4EDKa8yRqr7ZhGSk6o4xjNeufe8URfEPSpZ9UkIIEVcRZ6QA2rVrx9y5c5k1axaDBg3itttu4+mnn65+s7UQQhxBVFVl3759xu2wjBlSaRDL/5O5R8Mfc+O2T0ov7Ys2I+VRPbhd2qD1SJpNgC/7YYnqR4yIA6NjX6q/mYhitaK6PRJICSFEnEXdbOLAgQNcfvnlrFq1ih9++IF+/frx888/J2JtQghRv7li7Nini3dGKsrSPrvFbtwud/rauEfS/hxQvZKVqguBHft0Ruc+pwRSQggRTxEHUosWLaJ58+bk5OTQqlUr1q1bx+uvv87EiRO55JJLuPvuuyn1dQoSQgiBP5CKttGELrBzX1WZrwhFW9pnNVmxmLTAqdyXXasyI2UygcmXeZMucXXC6NhnrxxI4ZZASggh4iniQGrcuHHcddddlJSUMGXKFMaPHw/A4MGDWbNmDRaLheOOOy5ByxRCiHrIGWPrc112Z1BMUHoIFk30tyCPUbQZKQjo3KeXKVbTrEAx+fbjSEaqTnhLK5f24SuxlNI+IYSIr4gDqZ07dzJixAjsdjvDhw839gcApKSkMHHiRD788MOELFIIIeqlmpb2WR0w4Hbt9jeT4M3zoGhvzMvRM1L6fKhI6IGU06U1Mah235OesZKMVJ0wAqlQpX0SSAkhRFxFHEidc845XHDBBdx///0MGzaMs846q9I53bp1i+vihBCiXnP5yp1jLe0DGPIvGP2K1j5902KYdgps/jamS8WSkdLPdfr2SCmmqn9sKL49VDKzqG4EDuPVGYGUBLdCCBFXEQdS06dPZ+zYseTn53P55Zfz3HPPJXBZQgiRvBRFoXHjxjRu3LjqrqVGaV+UM6Qq6nkRXL8Ico6Got0wcyQs+Q9EWT4X7R4p8GekXL6ufVSTkTJabUsgVetUrxdvmfZ9CspIWSQjJYQQiRBxb1qbzcYtt9ySyLUIIUS9YLVajX2iVTJK+yIvpQsrpwtctxA++wf8/A589TBsXQ7nvQSpWRFdoiZ7pJyuUjBXn5HCpA/llUCqtunZKEwKSkqKcVxK+4QQIjEiykgtX7484gsWFxfz66+/xrwgIYQ4Yjhr2LWvIlsanDcNzpkMFjv8OQ9eOhW2r47o4TXKSDm1PVKRZ6Sk2URtM/ZH2R1BmVLFJoGUEEIkQkSB1N/+9jeGDh3Ke++9R1FRUchzfvvtN+6//346duzIDz/8ENdFCiFEvWRkpGpY2hdIUaDX3+DaBZDVAfK3wWvDYcWL1bZIj3YgL1Qu7VOq6dqHnrHyyH6c2hayYx+BGSn5ngghRDxFFEj99ttvnHvuufzrX/+iSZMmdOvWjaFDh3L22WczYMAAsrOz6d27N1u2bGH+/PlcccUViV63EELUGZfLxcsvv8zLL7+Mq6rf8seztK+i5j3g+q+h6yjwuuDLe+G9K6AsP+xD9NI+PTgyqCoU7oGSg5UeU2mPlKma9ucWaTZRV0J17AMp7RNCiESJaI+U1Wrl5ptv5uabb+aHH35gyZIlbN68mdLSUo499lhuv/12TjvtNLKyIqvTF0KI+kxVVXbu3GncDktvNhGv0r6K7Jlw4QxY+Qr87374/VPYvRYumgktjg0+111OSekBAFI3fQsbvoNDm+DQZu3DVaK1ab9hKTTt4H8Kix0IzEhV17VP9kjVlVAd+yAguJVASggh4iriZhO6Xr160atXr0SsRQghjix6+/N4lvZVpCjQ93po1Rveu0oLjl4dCn2ugbICf7BUsJOSvGaQYiP1h5lQWhZivSXw3Utw1iTjkMPiQPGquLxO7emqLe2Trn3Vce3aRcmqVaT26YO1RYu4XbfajJRbAikhhIinqAMpIYQQEXLFudlEVVr2hrGLYc44+GMurJha6ZQSXxCU2rofNO0GWe2gSVto0g4O/AWzL4Qf34LB/9SyXWiBlNkLTl8gJe3Pa861Ywfe0jKcW7fVbiAlGSkhhIgrCaSEECJRjDlStRBIgdYG/dK34YeZWie/xm20QMkXMJV+fiGU7id1+JOQ1SX4sVntIbsL7F8PP70NfccCWiBlUsHpcYEi7c/jwevLBnqLCuN6XSntE0KI2iWBlBBCJIrRbKKWAinQSv16X6V9VFDlHCm9RPDzO7Tyvj7XgclkZKRcXmf1ZX0EZKTcEkiF4y3Vvg+egvgGUv6ufcHfXz0jhVdF9Xgi+j4KIYSoXkRd+4QQQsRA3yNVG6V91fCqXqP9uSNcF8Gel0BKIzj4F/z1lXauxYHJCy6PGyJ5A66f45VAKhy1TMtIqU4n3rIQe9ViuabTaQSvJrs9+E49kEKyUkIIEU81CqTK4vQDQAgh6pvU1FRSU6sJkIzSvgQ2m4hQmbsMFa3DYNg5Uinp0Ms3vuK7aYAWdJlUPSNVfRGDnu2QgbyhqaoaFDx5Cgricl09G6XYbEYpn05RFCnvE0KIBIg6kPJ6vTzyyCO0bNmS9PR0Nm7cCMCDDz7I9OnT475AIYRINjabjbvvvpu7774bm80W/sREzpGKUolbW4uCYrQ0D6nPtYACGxbA/j9JtaT6mk24qm19DoHtz2X4ayhqWRkEdMz3hhlyHy1/o4nQ31vFpnfuk++LEELES9SB1KOPPsqMGTOYNGlS0BuIHj168Oqrr8Z1cUIIUa859a59dZ+RKvWVGTosDkxKFf/1Z7WDLmdqt1e+HFDa54QIMlKYpWtfVSqW8nnjnJGq2LFPZ2SknJKREkKIeIk6kHrjjTd4+eWXGTNmDOaAevmePXuybt26uC5OCCHqLVWtm2YTYegZqdRI1nLi9dqfP87G7vHElJGSQCo0vbOezlMYn4YT4Tr26aQFuhBCxF/UgdSOHTvo2LFjpeNerxeX/ActhGgAXC4XM2bMYMaMGeH/3/M4QfUFE0nQbMIIpMLtjwrUfpDWCt1ZhGPDV76MlCvCZhO+rJUEUiHpGSk9sIn3HimTI/T31x9IOePyfEIIIWIIpLp168aSJUsqHX///fc5/vjj47IoIYRIZqqqsnnzZjZv3oyqqqFP0htNQHJkpFxRZKQUxT9H6uf3/c0mqhnGCxhZK8lIheYt0QIeS06O9nlRcVy+Vvp1w+6RkoyUEELEXdRzpB566CGuuOIKduzYgdfr5cMPP2T9+vW88cYbfPbZZ4lYoxBC1D96WZ/JCmZr1efWgqgyUgDHXgILHsZxaAvm1Ja4vG68SgSPk4G8VVLLtIDH3Lgx7n37UF0uvIWFmBs3rtF19dlUYfdI6S3QpdmEEELETdQZqbPPPpt3332XL774AkVR+Ne//sXvv//Op59+ytChQxOxRiGEqH+SaIYU+DNSYWdIVWRLg15X4FBVTL6km0upvqW5DOStmrdUK+0zpTowZ2YA8dknpc+mUsK15Jf250IIEXdRZ6QAzjjjDM4444x4r0UIIY4cxgypJAmkos1IAZx4HfblL2DxaJFUuVr9m3BFBvJWyevLSJnsdkwZmXDgYI33Saler7H3qtIwXh/FqnXZlfbnQggRP1FnpLZt28b27duNz1euXMn48eN5+eWX47owIYSo15KoYx8EZKQsUcy0atIWpcuZOHyBlJMI3oSbJSNVlcDuenpGylvDjJQxm8qkoIQNpGSPlBBCxFvUgdRll13GokWLANi9ezenn346K1eu5P777+ff//533BcohBD1kh5IJUtpXywZKYC+Y7F7fRkpV/Vv+I3255KRqkRVVX/myOHQMlLUvLTP6Nhnd6AooTeyKVYp7RNCiHiLOpBau3YtJ554IgDvvfcePXr0YNmyZcyePZsZM2bEe31CCJGUrFYrVmsVTST0YbzWuh/GC1Dq1t5sR9S1L1C7gTjQgqPyLd9Uf75R2qeieqvfU9WQGJkjBZSUFH9GqiBOgVSYjn0gGSkhhEiEqPdIuVwuUlJSAFiwYAHnnHMOAEcffTS7du2K7+qEECIJ2Ww2HnjggapPMkr7oiilSyCj/Xm0GSlFwWHJxEs+ZZu/Bq8XTOF/B6cEzpryeKo8t6EJ3MekmEyY0tNB0fYteUtKMIVrFFHddUu07224YbwQEEg5JZASQoh4iWmO1LRp01iyZAnz589n+PDhAOzcuZOmTZvGfYFCCFEv6c0mbMmRkTJK+2LYs+VIaQxAefkB2DC/6pMDAimZJRXM2B/l28ekmEyY09OBmpX3qUa5YPjvrRFISbMJIYSIm6gDqSeffJKXXnqJQYMGcemll3LssccC8Mknnxglf0II0eDp7c+TpNlEqW89UWekALtJe+NfZlLgu2lVnqsoijGUV2ZJBQvcH6XT90nVpOFEdcN4AWOYspT2CSFE/ERd2jdo0CD2799PQUEBTZo0MY5ff/31pMZYliCEEPWJ2+3m3XffBeDiiy/GYgnxX2myNpuIIbCzK1rr7DKzCf5aCPvWQ06X8A8wmcHjlYxUBf6mEP6Ax5yZgWsneGqwT6q6YbwQuEfKGfPzCCGECBZT8brZbA4KogDatm1Lbm5uXBYlhBDJzOv18ueff/Lnn3/iDddQIdnmSMW6RwpIUbQ34aU5nbQDK6sed2EM5ZVAKoi/tC9URir2WVLGMN4ISvtQpbxPCCHiJaaBvP/9739577332Lp1K05n8G+3fvjhh7gsTAgh6rVkmyNVk4wU2pvwslY94cD38OPbMPhBcDQO/QB9n5QEUkG8pb7SvlR/IKV37qtRRkov7UutorFJQNZUdbmMUj8hhBCxizoj9X//93/8/e9/Jzc3lzVr1nDiiSfStGlTNm7cyJlnnpmINQohRP2TrKV9sWSkfIFUaWYzyDkGXMXw41thzzdmSUkgFcRbVrm0z5Tha4FeUhJTpkh1Oo3HmcIM4wXf3jVpgS6EEHEVdSA1depUXn75ZaZMmYLNZuPuu+9m/vz53HrrreTn5ydijUIIUf8k2RwpvbTPEUM7dr20r0Qth75jtYMrX4ZwQ3clIxWSUdoX2GwiJQUlRduDFkvnPr2BhWK1+sv3wpDOfUIIEV9RB1Jbt26lf//+ADgcDgp9//FfccUVvP322/FdnRBC1FfJNkeqRhkprQys1FsOPS8Ce2M4tBn+DN0KXTJSlamqGrJrH4A507dPqiD6fVKRDOPVKVbp3CeEEPEUdSDVvHlzDhw4AECbNm1YsWIFAJs2bUJV1fiuTggh6qskmiPl8rhwe7UsRCx7pGxogVGJt1x7Pb3+pt0RphW6IhmpStSyMvD9iFR8Q+115ozY90lFMoxXJ6V9QggRX1EHUoMHD+bTTz8F4JprruH2229n6NChXHzxxZx33nlxX6AQQtRLSTRHSs9GATgs0WfIbL6MVIlXy6jQ51pQTLBxEexdV/kBZl/mI0QgNe2naZz5wZnsLNoZ9TrqM382yo5iCv7Ra9IzUkXRB1KRDOPVSSAlhBDxFXXbnpdfftlo93vDDTeQlZXF0qVLOfvss7nhhhvivkAhhEg2NpuNCRMmVH1SEjWb0PdHWU1WrKaq99FUpKoqNsUXSKnl2sEmbaDLWbDuM22v1Mj/BD1GH8gbKpCau2ku24u288lfn3DDsQ3nZ4a/9XnlErwaZaRKI+jY5yNDeYUQIr6izkiZTKag4ZMXXXQR//d//8ett96KzWaL6+KEEKLeSqI5UqVu7c12LGV9uN3YzNr/7cV6Rgr8TSd+ehtKDwc/xhS+tG9f6T4Avtn+TfRrqcfC7Y+CgIxUYUHUJfJG6/OGUNpXchBmjIRvn6/rlQghBBDjQN4lS5Zw+eWX069fP3bs2AHAm2++ydKlS+O6OCGEqLeSaI5UTRpNqF4vVpMWSJV4S/13tD0FmnbSXuemxUGPMQbyuoMDqVJ3KYVOLeuydv9a9pfuj3o99ZWROQqRkTKlpoJJQfV48RaXVLq/6uv69kjZIw+kqK+B1JpZsHkJLHrc/4sKIYSoQ1EHUh988AFnnHEGDoeDNWvWUF6ulXoUFhYyceLEuC9QCCGSjdvt5r333uO9997DHa6VtL5HKolK+2IJpLSMlBVVgTJPuf+4okAbrYMrO9cEPcRoNlGhPfr+En/gpKKydEfD+eWbv7SvcsCjmExGeV+0+6SMPVIRlPZR39uf//K+9qe7FP6cV7drEUIIYgikHn30UaZNm8Yrr7yCNWBmRf/+/fnhhx/iujghhEhGXq+X3377jd9++83YMxpEVZOqtM/ISMWwFtXjwWqy4TH5SwQNLXtpf1YIpAjT/lwv69M1pPI+b2nVAY/J2CcVeQt0VVUD2p9HskeqHpf27fsDdv/s//zXOXW2FCGE0EUdSK1fv55TTz210vHMzEwOHz4cjzUJIUT95i7D6HWdDIFUDTJSqseDzWzFGyqQyjte+3PnGi149AnX/nxv6V4AMqxa0LB853Jcnnr4pj4G3rLwpX0QMEsqiqG8Rkt1JXQTi4rq9R6ptf/V/mzSVvvzz3lS3ieEqHNRB1ItWrRgw4YNlY4vXbqU9u3bR3Wtxx9/nD59+pCRkUFubi6jRo1i/fr1QeeoqsqECRPIy8vD4XAwaNAgfv3116BzysvLueWWW8jOziYtLY1zzjmH7du3R/vShBAiPlwBAUcSzJHSM1KOWIYDe71YTVa8ihZIBTVDyO0K5hQoy4eDG/3Hw2Sk9NK+fnn9yLJnUeQq4oe9DaOSQS/BCzfvyRxDRiowG6UoSrXnK7Z6WtqnqvCLL5AadD80PkrbmyflfUKIOhZ1IDV27Fhuu+02vvvuOxRFYefOnbz11lvceeedjBs3LqprLV68mJtuuokVK1Ywf/583G43w4YNo7jY/1umSZMm8Z///IcpU6awatUqmjdvztChQykM+K3d+PHj+eijj3jnnXdYunQpRUVFjBw5Eo8MgxRC1AX9N+XmFH8HuzpUo4yU24PVbMVjAo/qweUNyGaYrdC8h3Y7oLxPz0hVbDahZ6RyU3MZ0HIA0DDK+4JK8MJkjkwxZKSi6dgHAe3PnfUsI7XrRzj4F1gccPQI6DpKOy7lfUKIOhZ1IHX33XczatQoTjvtNIqKijj11FO59tprGTt2LDfffHNU1/ryyy+56qqr6NatG8ceeyyvv/46W7du5fvvvwe0Hz7PPfccDzzwAKNHj6Z79+7MnDmTkpISZs+eDUB+fj7Tp0/nmWee4fTTT+f4449n1qxZ/PLLLyxYsCDalyeEEDVndOyLIQOUADXZI4XHjdVkw+v7aVFleZ8uTLOJfSXaHqnc1FxObaWViDeIQKq83Kj0DFeCZ05PB7S9VKrTGdl1o+jYB/W4tE/PRnU5E1LSodso7fM/54Ezui6HQggRT1EFUh6Ph8WLF3PHHXewf/9+Vq5cyYoVK9i3bx+PPPJIjReTn58PQFZWFgCbNm1i9+7dDBs2zDgnJSWFgQMHsmzZMgC+//57XC5X0Dl5eXl0797dOKei8vJyCgoKgj6EECJu9IxUEpT1Qc3bn5sVsxEcRRJIhctI6c0mclJz6J/XH4tiYXPBZrYWbI16XdVxHzpE6Y8/RhyUJJI/G5WCYgr9Y1ex2TA5tCDLE2FWyhtNxz7qaSDl9cDaD7TbPS7Q/szrJeV9QoikEFUgZTabOeOMM8jPzyc1NZUTTjiBE088kXTfb9JqQlVV/vGPfzBgwAC6d+8OwO7duwFo1qxZ0LnNmjUz7tu9ezc2m40mTZqEPaeixx9/nEaNGhkfrVu3rvH6hRDCoO+RSoJGExBQ2hfjQF4AqyVFu5a7QgZA79y36ycjAxWu/bmekcpx5JBhy6BXM+2xichKla1dS9n6P3Bu2xb3a0fLaH1eTQletJ37oi7tM9qf16NAassyKNwF9kbQ8XTtmKL4y/t+m1NXKxNCiOhL+3r06MHGjRurPzFKN998Mz///DNvv/12pfsqbqJVVbXajbVVnXPfffeRn59vfGxLgh+0Qoj6w2q1cv/993P//fcHjYEw6KV9STBDCvxZpFgzUgAWqy3oWobszlrA6CyC/X9qx8JlpEr8GSnAKO9bvD14oG886HuNvCV1X/plZI6qCXii7dznH8Zbfcc+CBjIq9ajrJTere+Yc8AXzAP+8r4//iflfUKIOhN1IPXYY49x55138tlnn7Fr1664lMjdcsstfPLJJyxatIhWrVoZx5s3bw5QKbO0d+9eI0vVvHlznE4nhw4dCntORSkpKWRmZgZ9CCFEpBRFwWazYbPZQv/CJolmSEFNm034MlJW7c16qatCIGUyQ4tjtdu+8j6jtM/j7w5X6i6l0KUFCLmOXMAfSK3es5piV/xaWateLx5f0yI9a1OXqms0oTMyUhEGUnqmy5Qa2fdVsVjA99e1XnTuczv9DSV6XBh8n5T3CSGSQNSB1PDhw/npp58455xzaNWqFU2aNKFJkyY0bty4UnlddVRV5eabb+bDDz9k4cKFtGvXLuj+du3a0bx5c+bPn28cczqdLF68mP79+wPQu3dvrFZr0Dm7du1i7dq1xjlCCFGrjGYTSRJI1ajZhJZVslq1bECZp6zyOXkVBvP6usMRMKxYb33usDhIs2p7x9pmtqV1RmvcXjcrdq6Ifm1heEtKwKt1d1DL6j6QMlqfV9MUIvqMVGSZrkD1aijvXwuh7DCkN4e2A4LvUxToeq52W8r7hBB1xBLtAxYtWhS3J7/pppuYPXs2H3/8MRkZGUbmqVGjRjh8czHGjx/PxIkT6dSpE506dWLixImkpqZy2WWXGedec8013HHHHTRt2pSsrCzuvPNOevTowemnnx63tQohhM7tdvPZZ58BMHLkSCyWCv+VJllpn56Rclii7yKoerRgyMhIVSztg0oNJ/SGCoGlfUajCUeOkcVTFIVTW53KW7+/xeLtixnSZkjU6wvFW1Tkv11a94GUfy9T1Rkpc0BGSvV6wzamAC0Q0oOh6jJdgRSrNeixSe2X97U/u48OPUag23mwbLK/vC9J/r0JIRqOqAOpgQMHxu3JX3zxRQAGDRoUdPz111/nqquuArR266WlpYwbN45Dhw7Rt29f5s2bR4bvBw7As88+i8Vi4aKLLqK0tJQhQ4YwY8YMzOa6n98ihDjyeL1efvzxRwDOOuusyifoezasydG1ryZ7pPDopX0pQdcKogdSu38GjwvMekbKH0jpM6SyHdlBD9UDqSU7luBVvZiUqAslKgkKpJKhtK8ssqYQSmoqisWM6vbgLS42AqvQ1/RluSwWFJst4rXUm859zmJY/4V2u/sFoc/Ry/sOb4UN8/0ZKiGEqCVR/8R6/fXXef/99ysdf//995k5c2ZU11JVNeSHHkSB9hvLCRMmsGvXLsrKyli8eLHR1U9nt9uZPHkyBw4coKSkhE8//VQ68Qkh6s4RNEeqUkaq4h4pgKz2kNII3GWwbx2KOURGKmCGVKATmp2Aw+Jgf+l+fj/4e9TrCyUwkFJdrjrfD2SU9lUXSCkKpnQteKquvM/IckXY+tx4DpveuS/J90itn6v9O2rSzt8ZsqLA8j4ZziuEqANRB1JPPPEE2dnZlY7n5uYyceLEuCxKCCHqtWSbI1WD0j49I2WrqrTPZII8f8MJJaAaQPXtsQqcIRXIZrbRr0U/AL7ZFp826J7CoqDP67K8T1XViJtNAJgzI2s4oUbZsU+n+MpQVWeSZ6T0Ibw9LtACpnC6nqf9+ceX0r1PCFHrog6ktmzZUqkpBECbNm3YujX+QxWFEKLeSbY5UjXKSGmBkM1WRSAF/vK+HT/4m02A0awicIZURQNbayXj8Zon5S2uEEjVYXmfWl4OWt+LiIIeU4av4UQ1XXCN4MwR3fe0XpT2lRyEDQu02xW79VXUshc08nXv2zC/6nOFECLOog6kcnNz+fnnnysd/+mnn2jatGlcFiWEEPVaEpX2eVVvzeZIGYGU9lrCB1L+zn2BTRLUioFUauVA6pSWpwCw9sBa9pfuj3qNQetVVaO0z5SmZQTrsnOfPxuVUmXzCF2kGSmjY1+0pX31YSjv75+A1wXNekBOl6rPVRToJuV9Qoi6EXUgdckll3DrrbeyaNEiPB4PHo+HhQsXctttt3HJJZckYo1CCFG/JFFpX5nb3668Ju3PU3xBoZ7dqkTPSO35FdzlKBZ9llSF0r4QGamc1By6Nu0KwJLtS6JfYwC1pETb12VSsDTNAuq4tM/33NXtj9IZs6SqzUjVrLSPZM5IBZb1RcIo7/ufPxsshBC1IOpA6tFHH6Vv374MGTIEh8OBw+Fg2LBhDB48WPZICSEEJFVpnx74KCjYzdG96YbAjJT2WsJmpBofBY4sLZOwZy3o+6QiyEiBfzjvkh01C6Q8RVoQa05LMzJSdVnap3fXi3TWk96pTy134i0vD3tetMN4Dcle2lewEzYv1W53Pz+yxxjlfcXwp5T3CSFqT9SBlM1m491332XdunW89dZbfPjhh/z111+89tpr2KJowSqEEPWV1Wrlrrvu4q677sLqe2MaJInmSOmNJlKtqcb8pqj4AiG7r7QvMMMVRFH83dUCGk6oHg+l7lIKXVqpWq4jN+TDT22pBVLLdi7D5Yn9Tb6+P8qUnm5ka/TsTV2IptEEaBkjPTiqap9ULMN4oR7skVr7IaDCUf2gcYTddxUFup6j3f71o4QtTQghKop5YEfnzp258MILGTlyJG3atInnmoQQIqkpikJaWhppaWmhgxO9tC+JMlIxzZDC38I8pbqMFAQN5lUCMlL7S7R9Tw6Lg7Qws7W6ZXcjy55FsauY7/d+H9Nawd/63JSeYQQkal2W9umtz+2RBzzV7ZNSVTXi2VQV+fdIJWn787W+sr5Is1G6bqO1P6W8TwhRi6IeyOvxeJgxYwZfffUVe/fuxev1Bt2/cOHCuC1OCCHqJaPZRBIEUq7YO/YBxlDdlJQoAqkda6C9liFQPR5jGG+OIydsVsykmDil5Sl8/NfHfLP9G05qcVJMy9WDD1N6mhFk6NmbuuDPHEVeVmnKyITde8LOklLLysCrtQKMeo+UVascScqM1IG/YOcaUMzQ7bzoHquX9+Vv1cr79AyVEEIkUNQZqdtuu43bbrsNj8dD9+7dOfbYY4M+hBDiSOd2u/n888/5/PPPcYf6zb5R2lf3zSZqnJHyDeS1WyMJpHylfft+R0H7uqhuT9gZUhXFow26V98jlZ5ulNN5y0pRVTXma9aEvylEDBmpgtCBlH/flT2iToCBFKtvjlQyBlJ6k4kOp0Fa5XmVVQos7/ttTlyXJYQQ4USdkXrnnXd47733OOussxKxHiGESHper5dVq1YBMHTo0MonOJMvIxXTMF5A9Q3ktadoQWGVgVRmC0hvDkW7oWA70AS8nipnSAXq16IfFpOFLQVb2FKwhTaZ0ZeN+0v70v2d8rwqanl51NmbeNBL+6JpU27MkioMvUdKLYmtYx8E7pFKstI+VYVf3tduVzc7Kpxu58HyKbD+S628LwnGDwghjmwxNZvo2LFjItYihBBHhiSaI1WTYbyA0WzCEckeKTDK+5TDGwFfRqqajn26dFs6vXN7A7FlpbxlZdreH0WbIaWYTEZJXV20QFdVNepmExCQkSoqQq1QPg+xD+OFJG42sftnOPAnWOxw9IjYrtGyNzRqrXXv0wf6CiFEAkUdSN1xxx08//zzdVYmIYQQSc3rTa7SvhpnpHxd+yLJSIG/c98hLZDC66lyhlRFehv0xdsXR71WfU+RyZFqNLvQszZ6Fqc2qeXl4PtRGU32yORwaPOeVH+GLVCsw3jBP0dKdbmS6+e4no3qPBxSMmK7hqJAV304r3TvE0IkXtSlfUuXLmXRokXMnTuXbt26VWr9++GHH8ZtcUIIUe8EtgdPgtI+PfCJZY+U6vUagYAj0kBKz0gd2gBttUAs0owUaIHUU6uf4vs931PkLCLdlh7xej16WV+G/zEmRyqeQ4frJCPlz0alRL2XyZSZgefgITwFhZgzMytcVwsKo+3YB/6MFAButzFXqk55vb6250Q+hDccKe8TQtSiqDNSjRs35rzzzmPgwIFkZ2fTqFGjoA8hhGjQXAGZjyQIpGpU2hfQSMORogUn5Z5yPL5OfiHpgVTBDnCVorrdRkYq3AypQG0btaVNZhvcXjfLdy2ParmBjSZ0etamLjr36W3Xo2k0oTNXsU/KuG4sgZTFAiatc2LSlPdtXQ4FOyClEXQMsecwGlLeJ4SoRVFnpF5//fVErEMIIY4M+gwpix2izEIkgtH+PJaMlMcfMKWm+IOTck85qaYw10vL1tpQ798F+dvB28vISGWnRtaJ7ZSWp7ClYAvfbP+GoW0if2NtDOPN8JeG1eVQXm8MjSZ0VXXu8++Rii3bolisqE5n8gRS+uyoY84Gaw0bgujlfcunwK9ztGsKIUSC1P1PeSGEOJIk0QwpCCjti2E9eutzxWLGbrajoGUy9CxXWHnHoShA/jbKyospdGnBQCQZKfDvk1qyfQletXKzhXCMGVJpwaV9UDdDeWNpNKEzZYbPSHlLahhIJdNQXo9LC3ig5mV9On0G1R9fynBeIURCRZSR6tWrF1999RVNmjTh+OOPDztQEeCHH36I2+KEECIZWa1Wxo8fb9wOkkSNJqBmGSl8rc8xmVEUBbvFTqm7NLJ9UspcOLyV/JJDgNbsIs0a2dfkhGYnkGpJ5UDZAX478Bvds7tH9Dh/aZ//eeq0tM+XkYqptM9XnlgxI6W63UYmKfaMVBLNkvprEZQehLRcaHdqfK6pl/flb9PK+yQrJYRIkIgCqXPPPZeUlBQARo0alcj1CCFE0lMUhcaNG4e+M4lmSEHN9kjprbcVi9YBz2FxRBZIteyFoqiQv5VDJfsBrWNfVb+EC2Q1W+mf158FWxfwzfZvIgqkvE4nqtMJaDOkdHqwUTfNJvyDc6NlysgARQt2vKWl/tehB2cWM4rNFtO6FFsStUDXu/V1Hw0mc3yuKeV9QohaElEg9dBDD4W8LYQQooIkmiEFAYFULBkpvfTLt9dLb6FebSDV4lhQgOID5BfsBCLr2Bfo1FanGoHUuOPGVXu+MYjXYTcyLtrn2ppVpxPV7Q66L9HUstibTShmM6a0NLxFxXgKCv2BVEnsHfuMayfLLClnCaz7XLvdPU5lfbquo7RA6g/p3ieESBzZIyWEEFHyeDzMmzePefPm4fFU6GCnN5tIttK+mPZIaa9NMWvBR8SBlKMJSpNWAOQf2ABENkMq0CmtTgHg1wO/Gs0qqmLMkEoPnkGk2GxGRk3P5tQWf1OI2BoomEPsk6pJxz6dP5Cq4z1Sf8zVuus1bgOtTojvtVudAJmtwFkEG76K77WFEMJHAikhhIiSx+Nh2bJlLFu2rHIgpW9uT7LSvpgG8uqBVEBpH0BpBBv4lWbdACjI3wFEn5HKdmTTral2jaU7lla/VD0jlV45gK2YzakNqqr6u/bFGPSYfd0H9SYaUPOOfZBEGalfPtD+7HGBVo4XT4oC3UZpt3+bE99rCyGEjwRSQggRT8lW2heHjJS+dyXijBRAc18gVaztkYq0Y1+gga0GArB4++Jqzw01Q0qnl9bVZuc+tbwcvKrv+YMzUtsLt/PoikfZVrCtymv4O/cFBFI17NgHgc0mnDFfo8ZKD8Gf87Tb8S7r03Udpf25fq507xNCJIQEUkIIEU/JVtpXgz1SariMVASBlJLXA4DCcu3rEekMqUB6G/TlO5fj9FT9pj/UDCmd0bmvFkv7/K3PU1AqzBN787c3eXf9u9z9zd1Vtnc3MlIBnfuMfVdxyEhRl+3PF00Erwtyu0Gzrol5DinvE0IkWMyBlNPpZP369biTYQ6FEEIkiyQq7VNV1SjDi639eeiMVJkngoCkhS+Q8mrXiCUjdUzTY2hqb0qJu4Tv93xf5bn+PVKVM1J1UtpXRevzzQWbAVh7YC1zNswJew0jI1VcbMx8OiJK+/6cDytf1m4P/Xfinkfv3gew6DH43wOwbDL8/D5s+gb2/QGlh0FVE7cGIcQRLer2RSUlJdxyyy3MnDkTgD/++IP27dtz6623kpeXx7333hv3RQohRL3h0jNSdR9Iubwu3Kr2BrxGzSZiyUg5MiCjOcWUA7FlpEyKiVNbncpHGz7im+3f0C+vX+h1ulx4y7TnMadVzgTq2ZvaLO2rqtHE1oKtxu3nvn+OIUcNoVFKo0rnmVJSUGw2VKcTb1ER5saN41LaR13OkSreD3N8XRhPHAudTk/s8/W4AFa8AHt/0z5CsTggPRcymkN6M+0joxl0OgNa9Ezs+oQQ9VrUGan77ruPn376ia+//hp7QN336aefzrvvvhvXxQkhRL2TRHOkAgOeGjWbMAcHUvq+qyqZzTgbtcLpayIQS0YK/OV932z/JvwyfY0mlBRbyNlKdTFLKlzmyOVxsbNYawnfIq0Fh8oPMWXNlLDXMWf6G05oDSzikZHSvka1HkipKnxyKxTvhZxjYOjDiX/Olr3gijkw9BHod7O2H6vtKZDdGfTg1V0Kh7fAtu/g909g1Suw8FGYeTaU5Sd+jUKIeivqjNScOXN49913Oemkk4KGK3bt2pW//vorrosTQoh6x5U8gZQe8NhMNiym6OcnGc0mfIGU3aL98iyijJTZTFFGLqaDG3GgkGaNbc9Yv7x+WEwWthZuZXP+Zto2alvpHH2GVKhGExBY2leLzSbClPbtKNqBV/XisDh45ORHuHbetbz3x3uc3/l8js46utJ1TBkZsP8AnoICLIENLOpjad8PM2H952C2wfmv1F5Dlg6naR+huEqhaA8U7oGi3b4/98Av78HhrfDdSzDw7tpZpxCi3ok6I7Vv3z5ycyv/ZrG4uDjiqfVCCFGfWa1Wxo0bx7hx47DqG/d1eiCVBM0mjEYTsQZ1YTJSkQZShY7GmL2Q4/YQ60+HNGsax+ceD8CavWtCnmMM402v3GgCAgKpstrMSOmtz4NL+7YWamV9rTNa07dFX4a3HY5X9TLxu4moIfbqmAM691XVwCIais0XSNXmHucDf8GX92m3Bz8IzXvU3nNXxeqAJm3hqL7afqq+18OQB+H0Cdr9y6dIVkoIEVbU/xP36dOHzz//3PhcD55eeeUV+vULXb8uhBBHEkVRyM3NJTc3t/IvkJKotM9ofR5Lowlq2P7cYqHIZkdRIcfphIIdMa0BoE1mG0DL5oTiD6RCZ6SM7I1XxVteHvM6omF016uQkdL3Rx2VcRQAd5xwBw6LgzV71/DZxs8qXcffua8gLsN4IaD9ubOWMlIeF3xwrfZLhranaCV2ya7rKMg5WguiVkyr69UIIZJU1IHU448/zgMPPMCNN96I2+3m+eefZ+jQocyYMYPHHnssEWsUQoj6I4nmSNU0I1WjZhMmE4W+85q5PbAzdDYpEi3TWwKws2hnyPv1PVLmjDCBlMmEyZ4C1F7nvnDNJrYUbAHgqEwtkGqe1pzre14PwH++/w9FzqKg8/V27t7CQmPtNWo0QUBpn9sdMgsWd4snwc4fwN4IzpsGNcim1RqTGQbeo91e8YLW3U8IISqI+n+z/v378+2331JSUkKHDh2YN28ezZo1Y/ny5fTu3TsRaxRCiKTi8Xj4+uuv+frrr/HoWRtdEs2RqmlGKlz784gzUk6tJXmOKz6BVKwZKajdzn1aUwi9tC846NlWqA3h1TNSAH/r+jfaZrZlf+l+XvzpxaDzTenpYFJQ3R7cBw+GvGa0lMBy1DjskzpUdohbF97Kwq0LK9+5dQUseVq7PfI5aNSqxs9Xa7qO0ppilOXDd5KVEkJUFtOvhXr06MHMmTNZu3Ytv/32G7NmzaJHjySpdxZCiASrMpBKojlSekbKEWN2TPVow2L1jJQekEWUkVIUCtxagJPr8sCOH2JaA1QdSKlut78leBWBVG127lMDm0LYq85IAdjMNu49URsd8tbvb7Hh0AbjPsVkMppouPfs1Y7VNJAym8GklaTGo+HEB39+wKJti3h69dPBGa6yAvjwelC90PMS6D66xs9VG1RV5f0/3ufbXcthkC8rtXyqZKWEEJXEnF/fu3cva9eu5eeffw76EEKIBs1oNpE8gVTsGSlfMwJfKVZUGSkwAqlsvbQvxjKyvPQ8APaW7MXpcQbd5y3WMoCK1YopJSXsNWqzc1+4phCBrc8DM1IAJ7c8mcGtB+NRPTyx8omggMSU4Ws4EafSPohv574VO1cAWrbtr8MB3Xvn3qO1FW98FJz1VI2fp7as3rOafy//N7csvIUtLY+D3K5Qng8rXqz2sUKIhiXqQOr777+ne/futGjRgp49e3LccccZH8cff3wi1iiEEPWHXtqXDBkpV7z2SGnNCfTMVpm7LKLHH3ZrpX3ZHjOUHYZDm2NaR1N7U+xmOyoqu4t3B93nL+urupTSKO2rhc591bU+t5vt5KZW7n57V5+7SDGn8N3u7/jflv8Zx/VZUrq4BlI17NxX6i7lh73+bOOibYu0G79+BD/NBsUE570M9swaPU9t+nyj1lDL5XXxxOpJqKf62p+veFGyUkKIIFEHUn//+9/p3Lkzy5YtY+PGjWzatMn42LhxYyLWKIQQ9UcyzZGqYUZKrUH7c4B8PZBqpHXdY2ds5X2KohhZqe1F24Pu81QzQ0pXm6V91bY+z2wdclxIq4xWXNP9GgCeXvW0EQjrDSd0cQmkLPHJSK3ZswaX13+NhVsXQv4O+HS8dmDAP6BN/Dr6frvj27B75eLB6XEyb8s84/OlO5ayMD0jICs1NWHPLYSof6IOpDZt2sSkSZPo27cvbdu2pU2bNkEfQgjRYHm9oGdrkqDZRKlvv1aNm03oA3nNkQ/kLXGVUOLVvhZNm3bXDtag4YQeSFXs3GdkpDJCz5DS1W5pnxYAVdwfpbc+b5MR/mfl37v/nZbpLdlTsodXfnkF8M+S0impNQ/S45WRWr5rOQADWg5AQWHtgbXsnXOdloHMOx4G3VvTpfqfa+dyblhwA+MWjEtYt8GlO5ZS6Cwkx5FjBLVPrp5E6YDbtRNWvAilhxLy3EKI+ifqQGrIkCH89NNPiViLEELUb66A1trJlJGqaWlfiIxUdW9k95fux2MCm9mKI9fXjGjnjzGtA8K3QDcCqbQIM1K1WNpncgR/3QMzUuHYLXbu6aM1OJjx6ww2528OChIVswmTzVbjNcZrj9SKXdr+qJHtR9IjR/s+f73/J+3v/+hXwWyt6uFR+fSvTwHYmL8xqJwwnvSyvjPbncnYY8fSIq0Fu4p38YprN+R2g/ICrfGEEEIQQyD16quv8tprr/Hwww/zwQcf8MknnwR9CCFEgxUYSFns4c+rJXFrf64HUr49Uh7VE1TOFcq+0n14TJBhy9TKokALpLzemJaiB1JhS/vCzJDS6VkctdzpHzScINWV9lWVkQIY1HoQA1oOwO1188SqJ7RGGr45WDXt2KdTrL6hvDUIpA6UHmDdwXUAnNTiJAY37gbAwlQHnDERsjvWfKE+Ze4yFm7zt1f/8M8P43ZtXZGziMXbFwNwVvuzcFgc3HOiL6j9bQabT9IyVHw3DUoOxv35hRD1jyXaByxbtoylS5cyd+7cSvcpilK5FbAQQhxhLBYL1113nXHbELg/KgmGjtY4I+UOnZECLStlM4fPjOwr2YdXgXRrOmS21b4mzkI4sAFyOke9llAZKdXrNbr2VdX6HMBks6GYTageL97S0mr3VNWE3tCiYrMJvbQvsPV5KIqicO+J93Lex+fx7Y5vWbRtEX0yMvGW7YvL/igIyEg5Yw+kVu5eCUCXJl1oaknjtJ8+5rlU+C41laIeFxDPr/DSHUspdhXjsDgodZcyf8t87jvxPtJt8XuWr7Z+RbmnnLaZbemapQX/g1sPZkDLASzdsZTH93/HtGbdUPb8qu2VGvzPuD23EKJ+ivon/a233soVV1zBrl278Hq9QR8SRAkhGgKTyUTLli1p2bIlpsCAyZk8jSbAv5cpMACKijc4kLKarFhMlqBrh7O3ZC9eBTKsGagAzXtqd8S4TyrULClvcTGo2pyrSAKM2hrKGyoj5fK6jCCwYuvzUNpktuHKblcCMGnVJDxpKb5rxjmQqkFGavlObX/USS1Ogq8epv2edbR1e3GjsnTXt3FZp+6LTV8AcEmXS2jfqD2l7lLmbq78C914PMeI9iOMZiCKonDfifdhNVlZtms5X/U4Wzt5hWSlhBAxBFIHDhzg9ttvp1mzZolYjxBC1F9J1LEPalbap6qqMZBXL+0Df1CmZ7vC2V+6H68J0m3pWkODPN94jBg79+mB1P7S/Ub79Uj3R+lqo3OfqqrGPixTQLOJnUU78age7GY7Oak5EV3ruh7X0Sy1GTuKdvBR/hIwKViaNY/LOv3NJmILpFRVNRpN9HNjdLM77ajBACzauqjmi/QpdhXzzfZvAG3v0uhO2mDfj/78KG7Psb90v7Hf66x2ZwXdd1TmUVzd/WoAJu1eREmz7lp2dfkLcXt+IUT9FHUgNXr0aBYtit9/kEIIUd94PB6+/fZbvv322+BMvD5DKgmG8YI/2NH3NkUl4HUpIQKpajNSpXt9e6QytH1RLXtpd8SYkWqU0sgICPWhtv4ZUkkUSDmd4NUacQTuZ9LL+lpntsakRPajN9Wayp197gTghb3vUzT0RFLat4vLOvXZYLFmpLYUbGF38W6sipleXz2pHex7I4OP1fYRLdmxpNp9dJFauHWhUXJ3dNbRjGw/Eoti4Zf9v/DnoT/j8hz/2/w/vKqXntk9Q5ZeXtPjGvLS8thVvItXO/j+Ln/3kmSlhGjgog6kOnfuzH333cdVV13FM888w//93/8FfQghxJHO4/Ewf/585s+fHxxI+dqNHxEZqcDXFRBI6deqbijvvpJ9eE0KGbYMba+VnpHa9TN4om+5HThLSi+R8xRG1mhCZ6qF0j5via/1eYoNJaDsU280EUlZX6Az2pxB3+Z9KfeU89QPz8RtnTUt7dOzUceXluFwO6HruXDGY/TI7kGWPYtCZyHf7/k+Lmv9cvOXAAxvNxxFUWjqaMqg1oOA+DWd0Lv1ndX+rJD3BzaeeH3PUja36OrLSk2Jy/MLIeqnmLr2paens3jxYqZMmcKzzz5rfDz33HMJWKIQQtQTLj0jVfczpKCGzSb0QMqkBAUEkWak9pXuw6NAhjVd22uV1QFSMsFdCvvWRb8eoFV6KwB2FGr7pLzFVWSkdv0ECx6GsgLjkOJrR57QjFS41ucRNpqoSFEU7ut7HxbFwqJti4wSt5rSAylinCO1fNN8APqVFEP702D0K2AyYzaZjSBn4daFVVwhMofLDrNsxzIAzmx7pnH8vE7nAfDZxs9wepw1eo6tBVv5Zf8vmBQTZ7Q9I+x5p7U+jVNanoLb6+bx3Bba3j/JSgnRoMU0kDfcx8aNGxOxRiGEqB+MZhPxaQhQU3qwU5OMlGIyBx23WyIbyqtlpCBdz0iZTNDiWO3OGMv79IzUjmJfIBWutO/QZnhjFCz9Dyx6zDhsSk18aV+41udbCrcA0WekADo07sBlx1wGwIPfPsi+kn0RLsYLfy0MPUDWEntGyn1wE6t8Hfv6ZbSDi2eBJcW4/7TWpwGwaNuiGg/OXbB1AW7VTZcmXWjfuL1x/OS8k8lNzeVw+WEWbavZdoPPN2nZqJNanES2IzvseXrjCZvJxrKCP1mQdzQ4i2DZ5Bo9vxCi/qr7/rxCCHGkSKJmEx6vxx9I1SAjpViCA6lIMlIlrhKKXEV4TZBhS/eX8hkNJ2rWuW9n0U5UVfXPkAoMpJzF8M4YKPVlCVa/Boe1bJDe/MFbkshAylfaZw8OpLYVbANiC6QAbjn+Fjo36czBsoPc/c3duL0RZJKWPA1vngdT+8HGxUF3KbYYA6mifax9+zyKTAqZKhx96QeQEhzIntTiJBwWB7uLdxtzpmL15SatrO/MdmcGHTebzJzb4VygZk0nVFXli43+bn3VaZ3Zmqt7aI0nnsywUqIosPJlKD4Q8xqEEPVX1IHU1VdfXeWHEEI0WHoglQSlfWUe/x6mGu2RMoUJpFzhg5H9pfsBsFpTSDGn+Lv/xalz347CHaglJVpTB5NiDNtFVWHOONizFtJyoOUJ4HHC108A/tI+fc5TIoQq7XN5XUbb9mhL+3R2i51nBj5DqiWV1XtWM/XHqVU/oPSQP1NSuAveOBfmPwQeLXCKaY9UWT7MGs0KlxY09G15Cua0yh0I7RY7/fP6A9QoW7SvZJ8xq2p4u+GV7tfL+5btXMauol0xPcdvB39jc8FmUswpDG49OKLHXNP9Glqmt2SPM5+XW3bUslLLJSslREMUdSB16NChoI+9e/eycOFCPvzwQw4fPpyAJQohRD2RRHOk9EYTJsVEijmlmrMrU2uQkdpbsheAxqlNAQVVz0jpnft2rwV3edRrapnhy0gV7wzKRukzf1jyDPw2B0xWuOhNONPXTe6nt2HfeqPcTvV48ZZH//yRCFXat6toFx7VQ4o5hdzU3Jiv3bZRWx7u/zAAr/zyStX7pZa/AOUFkNsVel8FqPDtczB9GBz4K6D9uSey8jtXKbx9Kez+meVpGQCcdNSgsKcHlvfFat6Weaio9MzpaQTRgVpntObE5ieiojLnrzkxPYeejRrUelDEw33tFjv3nngvADNtbjZZLfCdZKWEaIiiDqQ++uijoI/PPvuMjRs3cskll3DSSSclYo1CCFE/uJJnj5TRaMKS6g80oqFnpMzRB1J6RqqRo4l2wOvLSDVuA44m4HXBX9G/wdb3SB0sO0jJYe05jP1R67+EhY9qt0c8DW36QasToMsIUL2w8FEUsxklxQYkrnOfnu1S7P6/A1sKtP1RrTMib30ezvB2w7mkyyUA3L/0/tCZmJKD2sBYgEH3wtnPa4GlvbGWDXzpVJRf/wtau4Tqs1IeF7z/d9jyLcX2TH72fQ375fUL+5BTW52KSTGx7uC6oCHK0dAH5Fac6xRIz0p9vOFjvKo3qut7vB7mbppb7XOEMqj1IAa2Gohb9fB4i6NQXcWwTDoXC9HQxGWPlMlk4vbbb+fZZ5+Nx+WEECKpWSwWrrrqKq666iosvnk8QMAcqbov7atJ63PAKMdTYgik9IxUk1Rt476qd4ZTFOjsK9F672/wa3R7WzJtmdpcKmDP3k2AbxjvvvXwwbWACidc48vA+Az+J6DA75/Ajh+MkrtENZwIlZGKtfV5OHf1uYtuTbuRX57Pnd/cictTIRBaPkVrzd2sBxx9tnas6zlw47fQZgA4i1A+GYey5k0t01RVIOX1wsc3wx9zwWLn+2H/xK16aJXeitYZrcM+rIm9CcfnaqWcX2/7OurXuL1wOz/v+xmTYmJYm2Fhzzv9qNPJsGawo2gH3+36LqrnWL1nNftK95Fpy+SUlqdEvcZ7TrwHm8nGcrOb+akOWPkKFO+P+jpCiPorbs0m/vrrL9wxtlEVQoj6xGQy0bZtW9q2bYspoDV4Ms2RqlHrc/A3iDAF/5jQAyn9+qHsK9W6yjVJa+q7VsBMqhH/0bJEnnJ4/yptH08Und30Eq8D+7XmDWabqpWcOQuhzckw/IngBzTrCj0v0m4vfCShnftUVcXry0iZAppN6K3P22S2icvz2Mw2nh74NBm2DH7e9zPP/hDwS8ziA1pLbtCyUYHfv0at4MpPtOBSMcOu1fDNJNTNYQIQVYX/3Q8/v6Odf+FMlrsPA3BSXvUVKPqeo0Vbo88+6rOj+jTrQ05q5X1YOrvFbsx+irbphD47amiboVjN1qjX2DqjNdf00AYQT8ptpv2bkA5+QjQoUQdS//jHP4I+br/9di655BIuvvhiLr744kSsUQgh6gdjjlQSBFK+jJQe+ETLv0fKEnRcv15VA3n1QCorzZeR8gSUXNlS4eI34cTrtc/n/RPm3q3NmopAXppW3nfo4A5QvZgWPwwH/4LMVnDhTLDYKj9o0H1gssBfCzEd+gNITOc+1enUGmAAisP/ddczUq0zw2dwotUqoxWPnay1dn/ztzf5astX2h3L/k9rftC8JxwdogudyQyn3gVX/w8lIxtKDqK+eREsfqry9+Cbp+C7F7Xb502DLsNZvlMbxNuvRfiyPt1pR2n7pFbvWU1+eX5Ur0/v1heqyURFozuNBuCrrV9F/DzlnnIWbFkARNatL5yru1+tNZ5QvLzUOBNWTIXNS2O+noiM6nYb+ySFqEtRB1Jr1qwJ+vj5558BeOaZZ2QgrxCiQfB4PKxcuZKVK1fiCcy2JFOziRpnpHyBVAylffqcoyy9o5unQrWCyQxnToJhvhlPK1+Gd6/wf/2qoDecKDi0F9Z9hmnnYrA44JK3ID1M5iKrHfS6Uns9P78BqKil1T9XtLwlvtbnKbagIcbbCrXsWZuM+GSkdKcddRpXdbsKgH9++0+27flJKy8DLXisam9c6z4oZz4KLXtrge6iR2Hm2ZC/Xbt/5Sv+GVxnToKeF7G3ZC9/5f+FgkLfFn2rXV/rjNZ0bNwRj+qJapDwxsMbWX9oPRbFwulHnV7t+V2bduXorKNxep18tvGziJ5jyfYlFLoKaZbajN7Neke8torsFjv3nXgfAG80bsRGkxfeuUwrNxUJU7RkCQVffIH7UIgZaULUoqgDqUWLFgV9fPXVV7zzzjtcf/31wXsFhBDiCOXxePjiiy/44osvggOpJCrtq8kwXoig/XlVgZQvI9XUF0gFZaR0igL9b4YLZ4A5BdZ/DjNHQlHVw2ZbprfE5lLJP7gR/voKk0WFc6dA3nFVv6CBd4PFgengWtjzK96y8Bm1WIVqfe72utlRWLPW51W5tdetHJdzHEWuIu5YcBPl7mJocRx0ObPaxyqpjaDX31BPfxRs6bDlW3jxZPjfA/DFXdpJA++FvmMBWLFrBaAFLo1SGkW0vli6983drDWA6N+yP43tjSN6zKiOowCtvC+SLoSBjSxq2gBkYOuBDGo1CDfwRF5brU38WxdA4Z4aXVeE5tq5E/fefaCCe1dsbe+FiBcZyCuEEPHiSr5mEzUv7Ys9I9U0Ldd3rSr2z3Y7D/72sdbNb8f3MP102L8h7Okt01uSWg6HC7djsnhRBoyHHhdU/4IymkPfsZjMKqz7HG9xcfWPiVK41udu1V3j1ufhWE1Wnhr4FI1tmfzuzmdSVhM47f6qs1E+isXXAr3jGXDDEmjZG8oOa80qULXyy0H3Guev2KkFUlV166to8FHaPqlvd3yL0+Os9nxVVf1lfW2rL+vTjWw/EpvJxvpD6/nt4G9VnlvoLGTxNm1AcU3K+gLdfeLdWBQLy01ONma304ZAz77I34BGxE3p2rXGbfcBaTkv6lZEgdTxxx9Pr169IvoQQogGy5mE7c9rWNoXbUaqxFVCkUvbu5CT0Sz4WuG06QfXzNfaox/arAVTW1eEPDXP5MBRDocVBXOb42DIvyJ6OQCcfBtKajoU7MT755LIHxchf+tzfyC1pTB+rc/DaZ7WnCfSuqKoKu9lZvC5ObIhu0FDebPaw9X/gwH/0PaTHXc5DH/SCMhUVTUyUie1iHzUSdemXclNzaXEXRJRV73fD/7uH5B7VGQDcgEapTRiyFFDgOqbTizYsgCn10mHRh3o3KRzxM9RldYZrRnQagAAc449GxxZsOtH+O/VlUtbRcyc23fgOXTY+FwCKVHXIqrFGzVqVIKXIYQQRwBXEu2Rqmn7c3dsGSl9hpTD4iAtJYN8AsoEq5LdCa79Svst/s4fYOY5MPpl6DbKf47bScv//YvUcig1mSg77XbSKwR6VUrNwnTqjfDX/6Gu/QTV+SCKzV794yKkdwI0BTaaKIhv6/OQCvdw8s+fcn26jZeaNOLhFf/mmOyutG/UvsqHKTY9kPK90Tdb4fSHYOA9YA3+umw4vIF9pfuwm+1GW/NImBQTp7U+jXfXv8uibYs4pVXVbcb1bNSprU4lzRpdZve8Tucxd/Ncvtj4BXeecCd2S+jv7eebtG59I9qPiG3GWhijOo7i621f8+mupdx6yWwsb46CP76EL++Bs56OKEsowlNVlTJfNsp+dBfK/vgDtdyJp7AQc0ZGHa9ONFQRBVIPPfRQotchhBD1nx5IJUFpn7FHKtagTu/gFmWzCX2GVG5qLuj7ZlVQvd6gBgwhpefAVZ9pM6HWf6G1R89/FPrdpL0J/fJe0rauINfbElDYn6qQHeXLMg24BeXt11CL9+P9bgbmU26I8grh+Uv7KnfsS8T+KMO3z4G7lBvTu7GmeRtW7l7FHV/fwewRs6ss7dQ7MlYayGutHIDo2ajezXpjM1fujOg+dAhzRkalLo9AUCD1z5P+GTYz51W9xv6oM9tVv8eror4t+tIyvSU7inYwf8t8zu5wdqVz9pXsY+WulTE/R1VObXkqTVKasL90P8vMLk4d/TK8dyWselXLtp58a3yeSN97pWd8GwjXtm148vNRrFZSjjkG9/79uPcfwHPggARSos7EXGfw/fffM2vWLN566y3WrFkTzzUJIUT9lIxd+2qakYoykNIbTWQ7soMDp0jnDNrS4OJZ0Oc6QIV5D8Dce2DVdFg9HVDIM2vh0x4KIn9BupR0lO4jAVC/fs7fICQO/KV9ITJSiQqkCnZpXxvAPOh+njx1EtmObDYc3sCjKx6tsvFCUGlfNfS256HK+lx79lI4bz7F34Uu3evTvA9p1jT2l+5n7f61Ic8B+GnfT+wu3k2aNS2mAbkmxcS5Hc8F4KMNocv75m6ai4rKcTnH0SqjVdTPURWr2WrsuZqzYQ50PRfO8HU+nP8grP2wZk9QXgjzHoRnu8LUvtU2ZjmSqF4vZb/+CkBKl86YbDYsTbU5dVLeJ+pS1IHU3r17GTx4MH369OHWW2/l5ptvpnfv3gwZMoR9+xrOP2ohhAji9WhDZiE5AilXDfdIecMEUtZqAilfo4lcR25QdkL1hujcF47JDGc9BcMe1T5f+RJ8/g/t9uB/0szaHIAdamytj03dhoOjCd78vf524XEQqtmEkZFKVGnf0me1v3et+0KHwWQ7spl06iRMiolP/vpEe0MfRqSBlMvjYvWe1UDoRhOeA1o5p2vHjpCDjm1mmxEYVdW974uNWie9wa0Hhy3Lq86oDqNQUFi1exXbCrZVfg69W59viG+86d0DF21bxOGyw3DSOOjry3p+NBa2LI/+oqoKv/wXpvTR5oR53VB6SLvdQDi3bMFTUIhis2Hv1AkAsx5I7ZdAStSdqAOpW265hYKCAn799VcOHjzIoUOHWLt2LQUFBdx6a5zS1kIIkcQsFguXXXYZl112mX/sQ2B3rmQYyFvTjJSn6tK+ck85XrVycKRnpHJStdbniln7MaNnuCKmKND/FrjgddBLybqOwnvizTS1aK23t3ljewNlSsuALsPxuhVY+h+tXXUNqaqK15eRMvmaTQS2Pm+TGd8ZUgAU7ITvZ2i3Azr19Wneh5uPuxmAx757jPUHQ880MgIpd9WB1E/7fqLUXUqWPYtOTTpVut9T6BuMqoJza+XgBQLaoG8NHUi5vW7mbZkH1KzkrkV6C/rn9QcqZ6U252/m1wO/YlbMnNH2jJifoypdsrpwTNYxuL1ubS+WosAZE+HokeBxwjuXwv4/I7/gnt9gxkj44Boo3AVN2mkNQUArGSzen5DXkUxUr5ey37ROjPaju6DYtP8P9IyUJ/9wRFlVIRIh6kDqyy+/5MUXX+SYY44xjnXt2pUXXniBuXPnxnVxQgiRjEwmE507d6Zz586Y9PI1o0RMgRh/mx5PRvvzGDsIqr5SvHClfQBl7sqzmIxAyuEbjmv2BZreKAMpXffRWke/MybCqBfxFhfTOKUxZTbYURLbDBnF4YCWfVDT2/h+sz8ltrUFUJ1O8Kr+61NF6/OyfPjx7Zq/CV7yHy0bdVR/aDcw6K5relzDgJYDKPeUc/c3d4fMIEaakVq+S8ui9G3RN+T+Jm9RoXHbuWVzyGsMaDUAi2Lhr/y/2FKwpdL9K3ev5GDZQRqnNOakvMi7AoZyXqfzAPh4w8e4vf6SUj0b1S+vH1n2rBo9R1X08sKPN3ysHTCZYfQrWnv50kMw6/zqy/LK8mHuvTBtAGxZqg2dPu2fMG6F1qmyxXHanszlNf+7m+ycmzfjLSrGZE8hpZM/kDelpmJKdWjzpA7KYF5RN6IOpLxeL1bff76BrFYr3mhKN4QQ4kgSOEMqCbpz1TQjhf7/uTm4eUCKOaXScwTSS/sqZaQi6dwXTt5xWsMJWyrewkIapzSi1AY7inbEdDlTaiqYzHi7j9EOLH+hxvtNVF9Jm5JiM/aG6WV9Qa3PnSXw5nkw5wZ4oS/8/llsT5i/HX6Yqd0+7b5Kf+dMiomJAyaS7chmY/5G/rP6P5WvoWdTqwmk9EYT/VqEnh/lKfQHUp5Dh/EcPlzpnExbJic0PwEInZXSu/UNbTMUq6nye4xonNb6NBqnNGZv6V6W7VwGaBnDzzf6u/Ul0oh2I7CarPx+8Hd/NtCWCpe+C03awuEt8PbF/j2Vgbxe+HE2TO4N370IqgeOOQduXgkD79IagSiK1lkRtNLUkoMJfT11SfV4KPtVy0alHH1MpWYmRlbqoJT3iboRdSA1ePBgbrvtNnbu3Gkc27FjB7fffjtDhgyJ6+KEECIZeTwefvzxR3788Uc8eoCQRDOkII7tz83BPyZMiqnKhhNBXfvAXxoYabOJaniKimlib0JpisLOop1VNlMIR++q58093veb/WKtxK8GjNbnAY0m9MxL64zWvpM8WonWju+1z0v2w7tj4KMboPRwdE+45BmtVKzNAGh3ashTmtib8NjJWrODd9a/wzfbvwm631/aF/57U+AsMBpEhNofpTqdqOXaoF1LM+177txSOeMEAeV9FfZJOT1OFmxdAMSnk57NbGNke62hyId/ag0efj3wK1sLt+KwOBjcOvL5VLFobG/MoNaDAIL3qKXnwJj/+odPf3BtcKZ210/w+nCYcyMU74OmneDyD+HiN6FxhT12Xc6E5j3BWXREZ6WcmzbhLSnB5LCT0rFDpfvNTbXGM7JPStSVqAOpKVOmUFhYSNu2benQoQMdO3akXbt2FBYWMnny5ESsUQghkorH42HOnDnMmTPHH0gl0QwpiMNA3jDtz6Hqzn36HKlsh/YGR/FltKJqNlHVsooKaZTSiJIUKHIVUeCMvnOfEUiVlvoH+q56FQ6H3t8T0br0RhOp/kBqW6F2vaMyjtIaBnxxl9bW3ZwCf/sETr4NUOCnt+HF/vBX+EYMQQ5vhR/e1G6fdl+Vp/Zv2Z/Lj7kcgAe/fdD4/gAoVm2vSVWlfat2rcKremmb2Zbmac0r3e8p0vZHaW90OwLg3Lo1ZICrD9j9cd+PHCzzZ1G+3fEthc5Cchw59MrtVeXridToTqMBWLxtMftL9xvZqEGtB8X+byIKetOJzzd+jssT8PXN7gSXvK39HVj/OXx5n5ZR+uwf8PIg2PYdWNPg9IfhxmXQMcwvqAOzUt+9fERmpVS32783qmvXSmXGAJamWomm+8CRv1dMJKeoA6nWrVvzww8/8PnnnzN+/HhuvfVWvvjiC77//ntatYpvK1EhhKg3kmiGFECpb89WvNufQ/hAqsRVQpFLe2Ptz0j5fszEKSPlLSrCarKRktkEiK28T9/DpJaWQofBWlbH44TFT8a8Ln/rc//+OD0jdVTmUdqsJ1/7ds5/BdoPhKH/hqu/1BoIFOyAN0fB53cGNy4JZckz4HVpmai2A6pd2/je4+nUpBMHyw7yr2//ZQQ5itUX5Lo9YQNdfX9UqGwUgNdX1mdKT8faogWKzYa3pBT33r2Vzm2e1pxjso7Bq3pZvG2xcVyfHXVG2zMwRzNguQqdmnSiR3YP3Kqbjzd8zNxN2nOMaJfYsj5d/7z+5DhyOFR+iG92BGcCadMPRr+k3V75EjzXQ/u7oXqh+wVwy2oYMB4sled1BTl6BDTrAc5CWDE1Ia+jLpX/tRFvaRmm1FRs7dqFPMfcpAmYFG0wry+oF6I2RR1Ibd68GYChQ4dyyy23cOutt3L66afHe11CCFG/JNEMKVVV45aRiiaQ0htNOCwO0qxpvsfHNyOlv1lqkpUHxBZI6V31VI8Xr8vlz0r9+FZ0HdUCeMsqD+M1MlL7N8GCCdrB4Y9r84V0R50ENyyFPtdqn696RWswsG1l6Cc6tBnWzNJuD7o/orWlmFN44pQnsJlsLNmxhHfXvwv4S/sgfHmfvj8q1PwoCMhIpaejmM3YjtLKGJ2bw5T3HaWV9y3cthDQgu+vt30NxH9Art504qWfX+JA2QEapzSmf8v+cX2OcCwmCyM7aOWFIVvQdzsPhj6i3XYWQc4xcOVncMF0yMyL7EkUBQberd3+7iWtkcURQnW7KV/3OwD2bqGzUaD9/2Rpov1SxbNfslKi9kUdSLVv354BAwbw0ksvcfDgkZdKFkKImLiSZ4+Uy+vCo2qBUE0zUlTY3A0BgVSFYbbGDKmADnX+9uc1z0gF7sfJytYqIHYW7azqISEpFovRQlktKYGj+kLn4VpGYNFjMa3NW1K59fn2wu0AtPn6Ge2kfjfDSTdWfnBKOox4RtsPk5EHBzfCa2dowZe7PPjcb57W5gi1H6RlNiLUuUlnbu99OwBPr36avw7/hWIyoVi0N6iqs3J5386inWwp2IJZMdOneZ/Qr9vX+tyckQGArY3W5t21fVvI77m+P2nFzhWUukv5Zvs3lLpLaZnekh7ZPSJ+PZE4s+2ZOCwOI+Af1mZYjRtZRGNUh1EALNm+JKik0tD/Fjj3BThnMtywBNpFP4SYo0dCbjcoL4AVL9ZswUmk/M8/8ZaVY0pPw9a2bZXnmmUwr6hDUQdSq1evpl+/fjz66KPk5eVx7rnn8v7771NeXl79g4UQ4kjlDOjaV8f0RhMQ3K48GqqekTJV/jFRXUbKaH0O/q5/Nena5+Mp1r7GJnsKeY20zIcerETL2CflyyQx+EFAgV8/gt8+ifp6RmmfQwtcdxVrrc9tqkozVzl0HeXPQITTcQiMWw49L9GCuqXPwiuDYfcv2v0HN2kd3SDibFSgy465jJPzTqbcU869S+7F6XEaXdBUl7PS+Xo2qkd2DzJsGSGvqbc+N/kCKUt2Nqb0NFS3B9f2yt+bzk060zK9JWWeMpbvXG60JD+z3Zkoce52mW5LZ2ibocbnie7WV1H7xu3pmd0Tj+ox9mgFURQ4/nLo9TcwxxjgmUxaNz+AFdOib1pSBW95Od7iaspME0B1Oilbp3U7dHTrFvL/oECWbF/DCQmkRB2IOpDq1asXTz31FFu3bmXu3Lnk5uYyduxYcnNzufrqqxOxRiGESH56diYJSvv0sr4Uc0pMe05Ur9eYiVRVs4kyT/AcKaP1eUAgZWQ8PDUv7fPqZWQZGeSla+VPO4ujz0iBvymEnkmieXc49hLt9ntXwLtXaANvI12b3mzCoWWktu3+EYDWLhemo/rBeS9pb3qr42is7Z+5eBakZsOetfDyaVomavGTWjvsDkO0LFqUTIqJR05+hCYpTVh3cB2T10z2l/eFyB4t36ntj6pqrpM+jNecnm4cs7VpC4Tu3qcoitG979O/PmXpjqUADG87POrXE4kLO18IaA0/jss9LiHPURV9ptScDXNi6jAZkWPO1UoDy/Phu2lxu2zRoq8p+PJ//l821JKyP/9EdToxZ2ZgbVP9IGtLltZwwnP4cFwy30JEI+pASqcoCqeddhqvvPIKCxYsoH379sycOTOeaxNCiPrDmCOVBIFUDVufB2aPYtkjpc+QAvzBg6fmb3CMxgZp6bRKj720DwI79wXM8hn5rNZJTzHD75/AlBO1vScRDBP2lgWU9pUVsOXrfwPQWrHDJbO1+T/ROOZsbfjq0SO1xhILH9G6+wGcFn02SpeTmsPD/R8GYMavM/ijaBNQuXOfV/Xy3a7vgPDzo7zl5dogYrQ9UjpbW1953549Rlv4QHogtWDrAlxeFx0adaBzk84xv6aqHJd7HG+c+QYvD3s55DDhRBvebjgp5hQ2HN7Abwd+S8yTBGWlpmrDfGvIU1SEJz8f1e3GU4uZHq/TSfn6PwCwd+sWUZbSlJYWMJg3vltO5m6ayxVfXMGuotiGf4sjX8z/q2zbto1JkyZx3HHH0adPH9LS0pgy5cidZSCEEDqLxcKFF17IhRdeiEXfQ5REzSZq2mgiaHhuiEDKbtGCgoqBVKUZUuAvHYtDRsrf2CDNyEjtKNoR02/6FXtA5z6d1aF10hu7GFqeoHVDm3s3vDpEm/EThre83MjgKVYzvHcFW0u1r0Wbo8+F1Kz/Z+88w+MorLZ9z2zVqhdLsizZknsvuIABg00xvRMICaSRBAIhISQkoYQkbxJIwhvCm9ACXxJCQiehhmbA9OLeq2zLVu9d2jrz/ZidUZd2pZUlm3P70qXV7uzMbPHuPHPOeZ6o9w8wcocu/5dRzXIlG9dNPh1yFw1ufWFWjF9hVWr+uecJ2gNtPYTU7rrd1Pvq8dg9zBnT++ySVSH0xHUJSrUlJGAfkwG6YYXenWOyjiHJmWT9fWbBmTFv6+vMgswFjEsYN2zr748kZ5Jl+/584fPDt6GZF0LGNENEffbwkFcXqqmB9jqo2EJw/8aes3rDhG/3bvRAAFtyMo68vIjvZwXzxlD0Nfub+fWnv2ZT9Sb+vfffMVuvcHQRtZB6+OGHOfnkkykoKOAf//gHl112Gfv27ePDDz/kO9/pZYhWEAThKENVVWbNmsWsWbNQzYrLKGztG+x8lFmRUmxqrwe45no7z2JBzwwp6DRjFYuKVEtHG5kppNqD7dT7oncrs1r72ntpW8qeA1evgnPuMQRM2UYj4+f1W8HX02LZFGOK04ny3xth/7scchpic/yY2VHvWxcUxWg5vO5jOOMuQ1TFgB8t+hH5SfnUBBp45cAraP6uM1Km7fni7MV9GjR0tj7vjmk64T9Q1OM2u2rnpNyOEOFYu/WNNsxMqdcOvIYvNEyCRLV1OPh9ch94o89X60xw0xuw+k5Y+1e0x78OvxkLfzoGnrzCMEHZ9KQRKuxrHvq+h9F8Pnx7DNdM9+zZUYlry3AihsG8T+x8wsqpW1PRh4um8LknaiH1q1/9iiVLlrBu3Tq2b9/OrbfeSv4AjiqCIAhHPYHRZzYx5IpUH/NVfbX29VaRMs0m9BiYTXSekXLanGTGGdspbR6EBXpvrX1dFlBh8dXw3TUw62LD/OHT++H+Y2HXq133y7Q+3/eq0X6n2DiUZrQejk8aH/W+9UpyLiy9DuLTY7I6j8PDb0/6Lbrdxo7anbxzYFWX2z8tM4wm+sqPgt7no0wceXmgKoQaGwnW9xS6Z+SfAcDcMXOZkDTwHMyRzLHZx5LlyaLJ38Tq4ghDlwfDrIsgYyp4G2DNEKpSO18h+N//gVAA4lIJheKN2by6fUag9Id/hBeuNYxQ7sqFe2bCYxfCaz+BtX+FAx9AYwlEGXng27kTPRjElpqCMze6CqLdcu6LjQV6i7+Fx3Y8Zv29tXprjxNHggDQ09d2AA4dOjSsJXhBEITRjqZp7NxpZJzMmDHDqEpZrX0jb39utfYN1vrcrEjZoxNS5oxUl4qUaX8+RCGlB4Mdhg7hA/dxieOoaq+itLW0z/azvugSytsfidnwhb/D/C/Bf2+ChkPw1BXG7NJZv4fkcYZhxcGPUAtfgBwInnsPJTv+DzBMDkYrs9JnceGMS/n4w6f5x+a/Mvu4cxmfNB5fyMeGqg1A3/lR0NOxrzOq04kjJ4dASSmBgwetrB+T5XnLuf/U+5mWOi2Gj2h0YlNtnD/pfB7Z+ggvFL4wbMYaqDY46Wb4z7eMqtSx14Crd7fFPtnyLPpz1xBqd8HYeXDMVwipNvTTj0epL4SaPVC9u+N3a5URJt1UCvu7iUSbC1LzIW0ipBUYv1MLjMsp47s4FWrt7fj27QMgbnb0Vdzuwby9iftoeHLXkzT5m8hPyscf8lPWWsaGqg2cOG7gAOzDRaCigra16/AsWYIjK3PgOwjDQtRCSkSUIAifd4LBIM8++ywAt956K06ns1OO1Cho7YuV2UQfIZi9Cam2QBut4apcbxWpodqfm9UoxelEDWdA5STksLFq49AqUl4fuqYNaLHMlNPhus8M57xP7oNdr8D+d+GUn6HXqbD1OZREHU7+KRVTTyO47Q84VSfZ8dlR79vh5Jwp51O25VNK/Ie45YNbePSsR9lQuQFfyEdmXCYTkyf2ed+Q1drX+8G6c0I+gZJS/IcO4Z47t8dz3Lm972jnwskX8sjWR/ik7BMqWyvJis8a9Lp6a6G1mH2J8R6tLYQ1j8CymyJf8fpH4eUbCXoVyFuMevy3QNfR2r2EdA/2SStg0oqu92mvh+o9hrCq2W1crt1rnHAI+Yzranb33JZiM6qsYZHlbc1G1ydgz8jAkRNhIHGX1RnBvMHaOkK1tUMSUq2BVv6xwzBPu3betXxW/hnPFz7PmvI1o0pI+Qr3obW14d+/T4TUCBK1kBIEQRB6wRRSo6C1zxQ4Q23t682xD3oXUmY1ymP3EO/oeA46KlJDM5sItYQzpBI61p0TH7ZAH0wor8sFqgKajt7ejhIfwevm9MDpv4S5l8HLN0LJGnj9J2jVTtDtqDPOhOU/5VDYNjw3MXdEnOKiweZyc9GUi9hc8jDrarbwl81/IaAZxhPH5RzX78lTLfya2BJ7P2h15IxFcTnR2r0Eq6pwZI9uUTmcjE8azzGZx7ChagMv73+Zb8755qDW80nZJ9y4+kacNievX/J6l/9rQEdV6vlr4OM/w5JvG4HPA674AXjjFgCCBZdA6unYx2Si+7yGkGposNrnuhCXaljxd7fjDwWhqcQIl647YPyuL+r4O9gODQeh4SDa7nfxHYqD8cfjvuH+QT0vYMxJBWvrCNbWWjN6g+HJXU/S6GskPymfM/PPREfn+cLn+azis0GvczgIhdsYYzkXJkTP6P6EFwRBOFIYTa59I1CRsjKkOlufd17HEM0mzDYyW6c2stxEYw6ptDX6ipSiKKhuc05qgPa+7mTNgm+8Ydilu5LRggqMmY668lZQFA41G051MZuPGkYUh4MkZzJfnfJlAB7Z+ggv7TMCiftt6/N6Lae/3swmwDAacY43ngN/UVEM9/rIxDSdeLHwRXRdN9pVfUZFNBJeL3qd696+jrZgGw2+hr7nrWZfalR62utg7f/rf6W6Du/fbYkojr+B4LQrQVGxZ6RjS0kBjIymqLDZjba+SacYs4Zn/Aa++LgROH1bOdy0C77+GlxwP95xl4EO9qoPcKz/X2OfBoEVzFsz+Dmp1kArj25/FIBr5l2DTbWxJHsJADtrd9LoG7q1fCwItbSgeQ3jEq2tLfrPMCFmSEVKEAQhFphmE6NBSMXI/ryvipQp0HqrSHUO44XY2Z9bRhPxHQftlgX6IFr7wHDuG/RBiKrCom/A9HPRn/kLuAtQ4g1L74NNRhDtaJ6PMjFfn4Xp8zg/+3xe2veS1TrWn9GE5djn8fT5PgHDvc+3t5BAaSl6INARAHwU4i8pJVRXix4MogeCEAoal8M/J/jg1B12gsH9bK27h7wEw97blpRI4sqV/T6PT+16ijs/uxMdnXR3OrXeWt448AbnTjy358I2Oyz7Ebx4Xbgq9a3eK+W6bjjwfXSv8ffyW9GX/YjQCy8AhjAJhV+vUGMMBYSiQNJY42fC8fgPJsD8JNxVf4O1jxizU2fcaSwXBd2DeTtb8kdK52rUWfmGm2SmJ5OC5AIONB5gXeU6Th1/atTrjTXdbd6DtbU4c3NHaG8+30hFShAEIRaYFamjIJBXDxrVo4Fa+7zBDutw07Gvh5BSzda+oVWkOmdImZjZQOWt5YPKkupw7hvC2dyETLQxC8DmRI0zLM+Lm4sBjgg3OlPY6IEAtyy5xXpOp6RO6X0GJ4z1evTR1mdiT0/HlpiAHgzhLymJ0V6PPrTWVlo/+gjvzl349hbiLyrCX1xCoLyCYHUNofoGHG0B5iXNwB6CTZWbrPuGmprxFe7rdb26rvPApgf4zWe/QUfn8mmX8/BKw5Hvw7IPLXvuHsy93KgItdUYTno9dliDV2/uEFErfw3Lf0KoqQk9GEJxOFCTk7ElG/llofqGQf0fG4hQSyu6zw8TjsV+2T3GlZ8+AKvuiLoypcbHG/8HBxnM2xZo4x/bjdmob8/9NrZOrqVmVWpN+eiwQQ92E1KhKKpwrYHWYXktP69EJNcXLFgQscnEhg0bhrRDgiAIRySjKEdqqDNSlm2xrfeviN4Cec0qRo/WPvOs8FArUqbVdqfWvuz4bFRFxRfyUdNe03PbA9BrKO9g9s1r3F91G8+LWZHKS4w8UHSk6CykEpwJ3H3S3dzx8R18deZX+72flenVi2NfdxwTJhDath3/wYO4CgqGvtOjEPPAXfXE4cwvQLHbjIqI3Y7S6Wf2vAwefO97bHDv4dLzz8RWVk3buvV4d+7ANbGgS8UupIW4a81dPL37aQC+M+87fGfed1AUhckpkylsKOSdQ+9YLYNdMKtSL30XPv4TLP5mx0keLQQv3QCbHgcUOPceo7oKBKuNyrI9Pc1of01KMtzwgkG01jZsCbGdAQ3VG8+bLTkZZdEXDJv1/95k7LPNAaf8LKrKlC09Ha2klFBtLY7M6AwYntz1JA2+BiYkTeiRbXbs2GN5evfToyZPymxfdOSMJVBW3kNY9cVrB17jx+//mF8s/QWXTL1kOHfxc0NEQurCCy8c5t0QBEE4whlNOVJDDOTVgx2BvL3R24xUrxlSxKYipYdCaG3GY+o8j+NQHWR5sihvLae0pTRqIdURyjt4IaX5fKAZZ3eVuDhCWoiSFqPyciRVpAhXIeeMmcPzFzw/4P36C+PtjnNCPt5t2wlWVqG1taF6Rv5kQ6wJhbOyHNnZxM3p2757YcZy0rbnUtpSyjvl73NOwdn4du8m1NyCd/ce4mbPAsAf8nPLB7fw5sE3UVC45dhbuGL6FdZ6zsw/k/s23cfrRa/3LqTACHJ+/27D1GH932Hp9RD0w/Pfhu3Pg6LChQ/BvMs7Hkf4gNwWnjdSVBVbcjKh+gZCDQ2xF1JhAWoZWSy+GrQgvPZj+OAPYHPC8p9GvD57RgaBklKCtdFVpLpXo+xq18PjxVmLAShsKKSmvabfau1woweD1syaa+o0Q0jV1aGHQv22hwL8a+e/AHi3+F0RUjEiIiH185//fLj3QxAE4YjBZrNZJ5hs5hfXaMqRGmIgL9ogzCZ6yZACOlWkBm9/rrUaIlWx262qj0lOQo4lpOZnzo9qvbFo7TOrWYrLiaKqlDeXENSClsgb9dg7KlLR0F8Yb3dsCfHYx4whWF2N/+BB3DNmRL+foxxTSNm65WV1R1VULph8AQ9seoAXCl/g3Inn4p49m9ZPPsW3ezeuKZNpV4N8f/X3+az8M+yqnbuW3dUje+rMAkNIfVb2GfXeelLdvWzX5oBlP4SXvwcf/Z+Rhfb8tbDndVAdcOnfYOb5Xe5iOsDZMzpOStiSUywhRZRBuQNhVvJsqWkdVx57jREG/OZt8O5doNrhpB9FtD5rTirKYN6ndz9Nva+e8YnjObvg7B63p7hTmJ42nV11u1hbsbZHxepwEqytA904EeTIykRxOY38rL6cFcOUtZSxpXoLYAhCITaM6IzU+++/z3nnnUdOTg6KovBCeMDRRNd1fvGLX5CTk0NcXBzLly9n+/btXZbx+XzccMMNZGRkEB8fz/nnn0/JUdyHLQjCyGOz2Zg/fz7z5883hFQoAGHL6NHQ2he7itTAQsrstTdd+3pUpMLrGIrZhGU00ctBuznTMygL9EhDefvbN284JDjcJmg69uUl5nWZsRitKM6wkAppEbvHQf9hvL3hzDeqc/6DB6PcwyODYIRCCuD8SYZ4WVO+hrKWMhx5edhSUtCDQao2fco33vgGn5V/Rpw9jgdOfaDXAN8JSROYkTaDoB7krUNv9b2xeVdA8nhoqYT7jzNElN0NVzzVQ0Rpra1G5VcBe1rH44jGue/d4nf5w7o/8Pze59lWs806qdMbuq4TqjOet87bA+D478JpvzAuv/MrQwhGgC0tDVQFzeuzIhMGoi3QZjn19VaNMjHnpD4rH1kb9FBdWOyGRZM93XQr7L+9782iN63LpS2lPQLVhcERkZBKTU0lLS0top9oaG1tZd68edx333293v773/+ee+65h/vuu4+1a9eSnZ3N6aefTnO4pQDgxhtv5Pnnn+epp57iww8/pKWlhXPPPZfQEMMfBUEQIqbzwcIoau0btP25NoCQClfdQnrIyhzqy7UPdej25yFrHqdvIVXaMoRQ3qEIqfB9TaOJQ01h6/MjwLEP6OJsFmlVSmtvN8S2EllrH4AzNxfFphJqbLJEx9GC1tZmGCYoWOYM/TEuYRzHZh+Ljs6L+15EURTi5s6hwVfPX178GfvKt5PqSuVvZ/ytX+fEM/LPAOCNA2/0vTG7syOUt6UCnAlw5b9hymk9FjXnbGwpKV1mtSwh1djQ7+P6sPRDblx9I49uf5Q7Pr6DK/57Bcc9cRxn/+dsvv/O97lvo9GKuL9hP0EtiNbcHHbXsxmzWN058Qew4nbj8qo7jKyrATCDeSHyqtQzu5+hzltHXmIe50w8p8/ljh1rZGWNtJAy56NsYQFlzzAE1UCP9/Wi163LOjr7G/cP0x5+voiote/ee+8dlo2fddZZnHVW7+VRXde59957ue2227j44osB+Mc//kFWVhZPPPEE11xzDY2Njfz1r3/ln//8J6edZnwo/Otf/yIvL4+33nqLM844Y1j2WxCEzzeaplFYaLRGTJ48GdVs61NsRk//CDPU1j7dypHq/Suic6WrPdhOUAvSGp4R6z6npNiHtyJlWaAPQUjpwRC634/ijP61s1r7ulekkka/0QQYMzCK3WY8B4EAuFwD3idkWZ/HWzNwA27H6cSRk4O/uAR/UZF1sHs0YLX1JSVHbLl9weQL+KziM14sfJFr5l7DAXcz9xf9A6WtkcUNGfz4skcpSO7fmOOM/DO4d8O9rK1c2//czvwvw2cPQUsVfPlZyF3U62IdbX1d12NLMcSh1tLap4X93vq9/Oi9HxHSQyzMWohdsbO3YS913jqKm4spbi7mneJ3rOUdqoPF/nEcW5FAak4BBTWTem/NPflmo9r/3u+MrCubw7Bz7wdbWuTBvG2BNv6+/e8AfGvOt/qsRgEszFqITbFR0lJCaUupdRLncGMKXlNA2cKVqf4MJ4qbitleux1VUSlIKmBf4z72NexjVvqs4d/ho5yI/sd/9av9u/cMBwcOHKCiooKVK1da17lcLk4++WQ+/vhjrrnmGtavX08gEOiyTE5ODrNnz+bjjz/uU0j5fD58Pp/1d1NTH/ahgiAIvRAMBnniiScAuPXWW3GaFSmHJ+rsk+HAFDVDDeTty2zCoTqwq3aCWpD2YDsNoQZre/GOrhW5zgfag812GbbWPrsdxeFADwTQ2tuxDUJImbNCpnFFcVPY+jxx9BtNmCgOR4eQigCtnwphfzjz8w1L8EOH0OfNi1iEjXaC4ZY3s3ITCadNOI3ffPYbSltK+du2v/G3bX9DTW/ibG8mX86+klx1YDOD3MRc5mTMYWvNVlYdXNXFjKILdidc84Fh4tBPPEOwJuzY101IqS5XOHOtnVBjY4/ba9pruP7t62kNtLIoaxEPn/4wDpshtmrba9nbsJfC+kL2Nuxlb/1eChsKaQ+2U1txgC3VOofYyt7XXua5855jWtq0nju2/BYI+eHDP8KrPzJmphZ9vc/HYc9Ix7d3b0TBvM/ueZY6bx25CbmcO6mXTK5OxDvimZ0xm83Vm1lTvoaLplw04PpjTai52ah+qor1frOnpYECWls7WmsranzProg3DhpVyyXZS5iQNIF9jftkTipGDOlTrL29naampi4/saKiogKArKyuw7pZWVnWbRUVFTidTlK7ndnqvExv3HXXXSQnJ1s/eXlHxplDQRBGKaaQGiUZUg2+BqDnvFKkDFSRgo6qVFuwrSNDqjfXvM6tY1HM4HTGqoDE9yOkWssIadG3dA/FuU/3+wmUGMLJnml8Vx1sDlufHyEVKehqgR4JlrCNcD7KxJ6djeJyonl9BPv5jj7SCNU3AJHNR5nE2eOs2af/2/B/NPubKShYwNWn/YQkZyLebdsiWo/Z3vf6gdf7X9Du7PfzSQ8ErBmo3gwLrDypbnNS7cF2vvfO9yhvLWdC0gTuXXGvJaIA0uPSOW7scVw580p+efwveeKcJ/j0S5/y6sWv8oOJV3PK+BUkZhr/h/tsmVMUOPXnsPS7xt+v3Agb/tn3Qw3vf6ix0crE6432YDt/2/Y3wJiNcqgDh0VbeVIjZINuikN7WprVeq3Y7Zao6is/640iQ0idmX8mk1MmA7CvoffsMiE6ohZSra2tfPe73yUzM5OEhARSU1O7/MSa7vlVuq4PmGk10DK33HILjY2N1k9xcXFM9lUQhM8p/k4VqRHGDINNcaWQ7Bp4XqM3BrI/h66hvFaGVPf5KMIVKfPjuJ+Dmj73RdMs6/PeKiCZnkzsilEdM+e0omEoc1K+oiL0YAhbchKOrEzD+rz5yLE+tzDFboRCKhSF9XlnFFXFOf7oM53ocOxLiep+nW3LT8o9iYdXPkz6AmMOx3+oOKJZMlNIbazaSGVrZVTb70ywrt5yguutotGb4YSma9z24W1srdlKsiuZ+0+9P6LPHFVRyY0fx0x7LsvGncTyuYbpxabqTX3fSVGM0OBjv2P8/dINsPmp3tdvBvNquvXa9IY5GzUuYdyA1SgTc05qTfmaEQm1Ne3pu4tds0oYrO5ZhStqLGJX3S7sip1Tx5/KpJRJgAipWBG1kPrxj3/MO++8wwMPPIDL5eL//b//xy9/+UtycnJ47LHHYrZj2dnZAD0qS1VVVVaVKjs7G7/fT323/yidl+kNl8tFUlJSlx9BEIRBM4oypEwhNSSzgwHsz6Grc1+/FSlACVe2BlOR0traQNNRbKrlstcZu2onK974vB/MnNRQnPv8+4wDEddk4wxvRVsFAS2AQ3WQ7cmOen0jhVWRilDo9haOHCmme1+gtBTd74/6/qMNzeezhL49itY+gHlj5nH17Ku5evbV3LviXuLscdhTU3FOMP7verduHXAd2fHZHJN5DDo6bx58c8Dl+6Kvtj6TDsOJRuu6P234E6sOrsKu2rl3+b1RnTwINTYa/6+dTmZPMKo8m6s3938nRYEz7zLChdHhhe/A7td6398B5obag+38fZsxGxVpNQqM18ypOqlqr6KoqSii+8QSc47N1u11sqpwdT0fr2kycWzOsaS4U6yKVGlLab+uikJkRC2kXn75ZR544AEuvfRS7HY7y5Yt4/bbb+fOO+/k8ccfj9mOFRQUkJ2dzapVq6zr/H4/7733HscffzwACxcuxOFwdFmmvLycbdu2WcsIgiAMO6MoQ8o0O8hNzB30OgayP4euQsq0Pu+tIgWAWdkaREWq83xUX50GuQnGYx3MnNRgK1KBykpCTc0odrs10G469uUm5h4R1ucm0bT26bqO1jq41j4wWpJsSYnoIQ1/SfTCd7RhVjzUhPiozUoUReHGhTdy48IbuxzIu2fPBlUhUF5BsHrgKmvE7X39YAXx9pFD1Lkipes6z+99nr9u+ysA/3P8/7Aou3cDi4G2Z09LZXbGbGyKjaq2KipaB2j5VBQ4625YcCXoGjx3NVT0FJxWhaYPS/Dn9jxHrbeWcQnjOG/SeRHvt9vutkwx1pQf3vY+PRAg1GQI2e4VKdPBL1hf39GaHaZzWx9AqjuVNLfhsi3OfUMnaiFVV1dHQYHhJJOUlERduB/zxBNP5P33349qXS0tLWzatIlNmzYBhsHEpk2bOHTokPEBc+ON3HnnnTz//PNs27aNr33ta3g8Hr70pS8BkJyczNVXX80Pf/hD3n77bTZu3MiVV17JnDlzLBc/QRCEYScQPggfBa19lv120tArUhELqfbeM6RMrIrUIGIpLCHVy3yUiencV9ISfYagJaTaohNSvr3GoLazIN8SIkea9bmJEkUor25an6sKqmdw73dnfj4A/oNFg7r/aMIUUrF0IbQlJOAKH2e1R1CVWpm/ElVR2VKzZVBVWV3XOxz7xvR+MkRNSECxqejBEGv3vc//fPI/AFwz95qohIiJFcSblkacPc4ymei3vc/aGRXOvRcKTja6AZ74IjR3bWu0gnl7qdB4g15rNupbc74VcTXKxMqTqji8NujBOjOI12N9bpnYEuJR3S6jnbHTnFRhfSGFDYU4VAenjD/Fut6sSonhxNCJWkhNnDiRoqIiAGbOnMkzzzwDGJWqlCjL2uvWrWPBggUsWLAAgJtuuokFCxZwxx13AEYb4Y033sh1113HokWLKC0t5c033ySx01mwP/7xj1x44YVcdtllnHDCCXg8Hl5++WUjJFMQBOFwcJS19pkVqUhb+/rMkArTYYEevZAy53H6c4gzhdSQKlLeyIWU1tpKoMw4YDXb+qCjGjgkETsCRFORMl0KbfGRW593xzneeH6CVdVorZGFpo5WQlEE8UaDe+ZMFJtKsLqGQFn/7+uMuAwWZRkVIbP6EA1aY6Nha2639ZmDpagqalISNe01/PrNHxPUg5yVfxbXz78+6u0BVhCvLdUQPPPGzANgc9UA7X0mNgdc9g9InwxNJfDUlzpOaBF+PVQFrd3bI5j3uT3PUdNeQ058jhWOHA3mnNTairVo+uBjHaLFMprI6KNqaFalOrUzmm59J+ScQJKzY4xF5qRiR9Sfgl//+tfZvNl4o99yyy3WrNQPfvADbr755qjWtXz5cnRd7/Hz6KOPAkbZ+xe/+AXl5eV4vV7ee+89Zs+e3WUdbrebP//5z9TW1tLW1sbLL78sLnyCIAwrNpuNs88+m7PPPts4aTMKW/vyEgf/OaiHw3MjqkgFOrX29TEj1RHKO5iKlHEQ1J+xwVBCeZVwVSWaGSnfvn2ggz0rE1unGdsjtiIVhZDSWsJGE4No6zNR4+OxZxrvlSPddCI4TEJK9XhwTZkCQPvWbQMaGwylvc8K4k1L61cct3vsPLnrCZSmVuaNmcevTvzVgOZfvaEHg51a1LoJqYHmpDoTlwpfegbcKVC6Dl68HsLPU2cnu85BtZ2rUd+c+80uDoORMitjFnH2OBp8Deyt3xv1/QfLQO2XpsAyq4u6rlvvh5X5K7ssKxWp2BG1kPrBD37A9773PQBWrFjBrl27ePLJJ9mwYQPf//73Y76DgiAIow2bzcaSJUtYsmSJIaTMitQIt/b5Qj7LuWtorX3hs6z9ZD5FVZEKz0gNJpTXmseJQEgNqiLldhvb8XojMsPQQyF8+425AtfkKV1uO2IrUk5TSA08w6b1Y0UfDc4J+QD4DhwYEfezWKD7/ZbQj7WQAnBNn47icBBqaCBw6FC/y54+4XRsio2ddTstQR8pHUG8fZwIAfwhP7/b8wB13nrySedPp/wJl23g8ObeCNWHHQLj3FZF2Jw72lm3E1/I18+9u5E+CS7/l5Ette3fRnBvGLtVoelodfv33n9T3V7N2PixXDjpwkHtv0N1sDBrIdC7ZXugooLmd98lFG5LjgW6rluPoy9DkO6GE3vq91DUVIRTdbIib0WXZaUiFTuGnIY3fvx4Lr74YubNmxeL/REEQTjyMFtKRri1r7S5FB2deEc8qa7BH9hZZhP9nJ02hVStt9YKAO6zImVWtkLRmU3out5vGK+JKaQqWisIatFtQ3G7QVVAB93rHXD5QHExus+P6vHgyBlrXR/SQrFxTBwBzJDkiFr7TOEQZRhvd5zj81CcTrSWVgKl0Qvg0YAZxKt6PKiuwYmK/lBdLlzTpgLQvm1bv0I/1Z1qtZyZLm2R0uHY13ulQ9d17vj4Dta278Jtc3P9xK9aZgWDIWi29aV1bC8nPoeMuAyCWpAdtTuiW2HBMjjnHuPyu3fB1ueAThWacEXKF/Lx162GQcY35wyuGmVybHbYBr2XPKn2jRsJVlbh27Vr0OvvjtbcjO73G+2XfYzRdG9nNNs8l+UuI8HZ9f+rWZEqby23Pr+FwRGxkHrnnXeYOXNmr6G7jY2NzJo1iw8++CCmOycIgjAa0TSNoqIiioqK0DRt1ORIWRWRxPGDarmxsOzPB65ImWe/PXYP8Y7ehaR1oB5lRUpvazPuM4CxwRjPGByqg5AeorItuiwdRVFQ3ZE79/kKjVYY16SJXYRmZVslAS2AXbUzNn5sX3cflRzu1j4w3hOuSRMB8O3ZM6R1jRSDCeKNFvfUqahuF1pLK/4DB/pd1nRli0ZIaV6vVVXrLYgX4KHND/Hf/f/FG2fnC9MuZYyeMCTr+lB9uLKS1vG8KYpitfdtqtoU/UoXfrUjsPeF66BknSXUQg0N6MEgz+15jur2arLjs7lo8kWD3n+AJWMNw4l1leu6nLwJ1tQQajL+j/hLSgYdQt4dy/Y8NbXPE1yK3W6ZngRrqq33gfm+6EyyK5mMOKOyJVWpoRGxkLr33nv51re+1WvmUnJyMtdccw333HNPTHdOEARhNBIMBnn00Ud59NFHCQaDo6a1zxQ1Q5mPgugCeU3x1pdjH2C4bEHUFSmr+jGAsYGqqEM0nAi39w0gpIJ1dUZ7jargnDixy20Hm4xZn9yEI8v6HDrnSPUvpLpWCIcmpCBs1KEqBKurIwqfHW2Y4bR9VQhigeJw4JoxAwDv9u39Zn2dMv4U7KqdvfV7Iz44tg7Qk5N7tW9/Zf8rPLD5AQB+cuLtTB47B+iaJxUtnWeyOjOoOanOnP4/MPUsCPngySuwBeu6BPP+Z+9/ALh69tVDqkYBTEudRpIzidZAa5cKWmexq/v8BKuqhrQdE3POqy+xa2KKx8ID6yluLsZtc3NS7km9LivtfbEhYiG1efNmzjyzp6o1WblyJevXr4/JTgmCIBxRmBUp5yipSA1hRqezs15/ZhNuuyE+zHY28+xmbww2kDeS+SiTnPiwBXpz9BbokYbyWpbneXnWbJWJ+TxEE0o6Woi0ta9LhTB+6O911ePBGTaH8u0+8qpSHdbnKcO6HdekSageD1q716qI9kayK5kTck4AIq9Khfpp69tYtZE7PjJclL8+6+tcOvVSbCmGq58pIqNF6zxX1k1ImXNSm6s3D25uTrXBJf8PsmZDaxU8+UVsicb/7erSQvbUG++x7sYLg8Gm2licvRjoaO/TAwH8h4zPAVv4PeEfYLYtUizxmd735yx0vI6bdr8LwEm5J+Hp4wSfGE7EhoiFVGVlJQ5H3wrebrdTHUFwnCAIwlHHKMmRMkXE0Bz7OjnrRWA2YQ6G9zkfRSeziSgDeSOZjzIZlxg2nGgdTEXKeN3e2v0qpzxzCm8ffLvnvvh8BIqNgyLTTa0zZkVqqNXAkSDS1j5zeN7WTzhytLimGjNA/uJDUYcijySdneeGs7UPjBMa7tmzAPDu3NVvW11n975IxIhpqd3dCa64uZjvv/N9AlqAU/JO4caFNxrLdQrmHQxmxpGaEI/arQI2M30mdtVOTXvNoP4fA+BKgCuegvhMqNyGfeN9oGts3/sxADPSZgxpvqszVp5U2HDCX1KCHgyiJsQTN38+AIGS0kHFPnRG9/sJNRpjNX3NsZkYFSudvUUbUDWdMwv6LoBIRSo2RCykxo0bx9Z+guG2bNnC2LFHVl+4IAhCTBglOVKxsD63LMqV/s0mPPauorEvxz6gY9YqygMKM0MqIiFlWqA3R2+Brsa5CWkhXtz2NNXt1fzo/R/xcenHXZbxHziAHtKwpab02l5jPvdHZEUqQiFlOfbFoK3PxJ6Whn1MBmh6v9WWwaK1t9P05pu0b9oU0/WGGhtBB8XlHHQwcTQ48/OxJSWi+/14+6nerchbgVN1UtRUZFVg+kIPhayWys5BvE3+Jq5/+3rqffXMTJ/JXcvuQlWMzwJLSA2ytc8UUva0nmLGZXMxI81oYxzUnJRJSh5c8STYXNgr34edL7G/aCMAx+ccP/j1dsM099hYtRF/yG+19bkmTsQ+ZgxqnBs9ECBYUTGk7QQ7i89ulfDuqPHxlARraPA2kOlzs2zcsj6XlYpUbIhYSJ199tnccccdeHtxNWpvb+fnP/855557bkx3ThAE4YhgFORIBbSANR80pDDekDkf1f+cj1mRMulvRmqwgbxWC1AUrX2DyZJS4+LYXrsNX4txcBjUgnx/9ffZWGUcfOm6jq/QOGvb3fLcpLjpyHTsgw4hhab3+xpFEo48GMyqlK9wX9RVy4Fo37qVUH0D3r17h2SQ0J2Otr7hrUaZKIqCe44xn+TbsxutD4fJBGcCy3KNg+eB2vtCdXWg6ahul/V/LKAF+OG7P+RA4wGyPFn8+ZQ/d2kNMwN7Q42Ng2q/63Ds670qNOQ5KZPcRXDhA9hcGvr+1Ryq2I7Lr8dUSE1Mnki6Ox1fyMfmA58QrK4BBZwTJqAoCo5c44SWv7h4SNux7OkHmI8yWes3sq1OTVxotWD3hlmRqmyrpNnfPKR9/DwTsZC6/fbbqaurY+rUqfz+97/nxRdf5KWXXuJ3v/sd06ZNo66ujttuu20491UQBGF0Mgpa+8pbygnpIdw2d79tdgNiHkhHKaT6rUgNMpD3cLX2ERfHZxVrcAXh2nnXcuK4E/GGvFz/1vXsrN1JsLwcrbUVxenEOb5ntU/TtQ7r8yMsQwqATm37/QmZaF6PqDY/bhxqfDy63x/TgN5gfT3+A0XGH5pOoCp24wehYQri7Q9nbi62tFT0YAjvjp19Lme59w3Q3tfR1mfM3ei6zp2f3cmn5Z8SZ4/jvlPv63GCRE1MRLHb0IMhq0IZDWbGUW8VKYB5mTESUgBzLkU55Raq4hVaQn6y2x3WHFYsUBTFcu/bufEtABxjx1oVSucE47MgUFo2pBMEkRpNgPFZ9G6LcQLoxLg5/S6b5EwiM854faW9b/BELKSysrL4+OOPmT17NrfccgsXXXQRF154IbfeeiuzZ8/mo48+Iisrazj3VRAEYXQyClr7zAP53MRcqw1nMHRUpPqej4JehFR/M1JWRSpyswnN6zUOPhSjXWUgzNa+ytZKAqGBbbw7s6OlkLKWMuKDdq6YfgX3LL+HYzKPoTnQzLVvXcvBTR8C4CrIt4wZOlPZWolf82NX7WTHZ0e17dGAoigRGU5YQmqI1ue9bd+cO/Pt2ROzgN72jZuMC6oxzxUsj11eVXAEhBRA3Ny5APj2FfYZ+HpS7knE2eMoaSnpN5PJqnSMMYTUYzse47k9z6Gg8PuTfs/0tOk97qMoSpeqVDRo7e1o7V5Q+n7e5o+ZD8Duut20BdqiWn+vnPwTthZMA+DY2nacDUOrDnXnuLHHoeg65bsMszVnQYF1mz09HdXjQQ8GCZSXD2r9nYN4bX0E8XZmc/Vm9ttqcdtczGDgcRuZkxo6UX3bTpgwgVdffZWamho+++wzPv30U2pqanj11VfJz88fpl0UBEEYXdhsNk4//XROP/10bDbbqMiRisl8FFhVo/6szyHailT09ufWPE6cZ8A2Q4B0dzoumwsdnYrW6GYSnjz4PADz0maTqiZYZ+NnpM2gvaGWx979I42+BpyTJ/d6/4PNHdbndrV/ATpaURz9Cyld07qYTcQaU6SGmpqHPFMC4C8pJVhdjWJT8RxzDACBGKwXws9F4+ExmuiOIysLR3YWaDrtm3uv2ngcHk7OPRmA1w681ue6zKBae0YGqw+t5g/r/gDAjxb9iOV5y/u8nyWkojScsARBUnKvJyQAsuOzyfRkEtJDbK/dHtX6e0VRWDPOEBQL6tvhnxfCyzfCm7fDu7+DTx6ADY/B9udh71tw6FOo3A71B6GtDgY4KbMkewlpTVBVV0zADo6cnC63mxXswCDb+7TGRvRAwAjiDT/v/fH6gddpioNp6dNRA6E+xbaJKaRkTmrwDOq0ZWpqKosXL2bJkiWkHuYPEUEQhJHGZrNxwgkncMIJJxhCKjAKhFRTRxjvULBmZGJakTIDeSNv7QtZ1Y/IDtoVRbGypEpaIrdAr2yt5M2Stwna4NjsY63Zk0RnIn85/S8c682hyd/En8qepN7W+1yK9dwfiW19YSzDCX/vB45aWxtoOopNRRkGcwXF6cQ50TibP9SAXj0Uon3zJgBc06YZMys2Fa2tfdBuc50JNTYaz4XDMSyiciDi5s0DxXCEC/SRU2S2971x8A00vWclONTcjO7zo9hU9moV/OSDn6Cj84WpX+CqmVf1u/3BOveZQby2tP6PG2M2JwW0B9v52LsLgGm+ePS6Q7D+7/Dxn+HdO+GNW+ClG+DZr8Hjl8DfzoAHj4f/mwu/L4BfZcA9M+Hgx72uPzcxl3lt6YR0jf1J7T0Mehzjw+19ZWX9VntXHVzFVa9excdlXbdjGk3Y0tL6Nf8BCGkh3jz4JrqqMGPSccZ14fbNvjANJ6QiNXgG3/8hCIIgGARGPkcqVjM6kYTxAsR1Mtbw2D3EO/puvzMrStEIqWiMJkzM9r5oQnmf3v00QT1IbsZEsuOzu1hwp9gTuTnzS6S6UtgQX801q66h0deznSlWInYkGci5r/N8VKysz7vjmjLVEAgVlUMSPL7CQrSWVtQ4N+7p01HsduyZxixILKpSoXpj32zDnB/VF7aUFFzhQOj2TZt6bYU8MfdE4h3xVLRWsKV6S4/bg9XGAXZLvI3vvvs92oPtLB27lFuOvWXA17dDSEXX2tefY19nzPa+WAipDZUbaHIE8MQnk3H8Dwgd/zNYfgss/S4c81WYfQlMOQPGHw/ZcyA1HzwZ0NmkoakUnvoy1O3vsX7N62WBblSd1jh7fu7YU1OxJSaghzQCZb1/Lm2o3MCP3/8xm6o3ccPbN/BJ2SfWbeYcWyTzURuqNlDTXkOSM4lZUwxTDTN/qi+ktW/oiJASBEGIEk3TKC0tpbS0FM3vBS3csnY0tPZpkZlNuG0dBxr9OfZ1WVc0Qqo1+nkcywI9Quc+X8jHc3ueA+CESaca223rmMvwHzpEourhqsXXoGaOYU/9Hq57+7oesxuxCEIeaSznvmAfQmoYrM+7Y0uIxzHOeA19e/cOah2az4d3uzEX5J49x3pc9mxjdm2wsyqdCTWE56PCgmIkcM+ejeJwEKpvwF9U1ON2l83FirwVQO/ufaHaGvwhP/fs/xtVbVVMTJ7I/y7/Xxxq33mhJmaLmdbWhhaFE6Ll2DeAKLAMJ6oGGczbCbPCkzdhDriTCRacB8t/Cmf8Bs7/E1z6N/jyM/CN1+DaD+H7m+HH++D2SvhZDfxoL+QcA+118MQXwdtVPPoPHqQgKZ+mePioeVOv++DIMz4XzLDezpQ0l3Dj6hsJakGSXcn4NT83vHODlU0VCgshewTzUW8UvQHAqeNPxTXG8Cww5+D6whRSVe1VNPmbBtyG0BMRUoIgCFESDAZ55JFHeOSRRwi2d/piHSEhFdJCVhhv7CpSkbv2ZcT1/yU/mIqUlSEVH31FKlIh9er+V6n31TM2fizzxhuZMHonW2nfHuNgPmfOsfxl5cMku5LZUr2F763+nhVEDEdHRYoBzCZCzeH5qBhbn3fHbQb0HjzYp8V3f3i3bUMPBLClpuAsyLeuN2dXgjU1Q7ZBN6tlh8v6vDdUtxv3TCNzybt1a6+ucGZ735tFbxLSuv7f81dX80LhC2wMHSDVlcp9p95HkjMpom0rTqdlABNp5TDU0mI876oy4KzPjLQZOFQH9b56q9I+WEwhNXWy4a4XHKDVrQs2ByRkwhefgMQcqNkNz32jy6ynf/9+CpLyKUtT2Fm7s9eKtTUnVVHe5b3X4m/hhnduoN5Xz4y0Gfz3ov9ycu7J+EI+vvv2d1l76GNCTeHIgQHEZ1ALsurgKsB43U3hFWps6LelMNGZSJbHEF1SlRocIqQEQRCGgmk0odrB7hyRXahqqyKgBQzXOM8QXeMirUh1an0Z0G59EPbnHa19kTshmjNSkQgpXdd5fOfjAHxx+hdxeIztmK19wepqQo2NKHYbzoICpqRO4aHTHsJj9/BZ+Wfc/N7NBLXgkW99Hmbg1r6wsI2xY1937GPGGBbfIQ3fvugO7EINDdZ94ubP79KiZktIMETgEG3QdV0fEevz3nBNmYIaH4/W7sW7c1eP24/POZ5EZyLV7dVsqNpgXa/5/aza/gI763bSlujg/075v6gr2dEaTlhtfampA876OG1OZqbPBIbW3lfZWklhQyEKCvOnGOYboQFa3XolaSxc8QTY46DwLVj1M8Bomws1NZPkSSVuQgE6Ousq1/W4uy05GVtyEmg6/lLjsymoBbn5/ZspbChkTNwY/nTKn0h2JXPP8nus+IWfvfI9DjYdxJaYgOpy9buLayvWUuetI8WVwuKxi1Hj4gwbdr2jEtgXEsw7NERICYIgDAUrQ2rkrM/N1rLchFxs6sAOd/0RaSCvqqhWVcrMIukLy/48GJmQ0vx+68xtNJlF0cxIra9cz+763bhtbi6ZcglqnPFYtDbj9fQVGgcVzvHjUZ2GQJ6dMZv7Tr0Pp+pkdfFq7vjoDspbyw3rc8XO2PiB7YZHK5aQ6iPvZjAVwsFiVaUKC6OqYrZv3gw6OHLH4cjs+Z60Zxuvz1Bs0LXmZvRgCMVuQ02KrIIzXCg2G3Hzwnboe3Z3aUsFcNgcnDreaFk1274A/rv2cT4q/Yg2F/zs5F+xIHNB1NuO1nAi1Mk0IRJiMSf1SbkxazQrfRZpY/NBVdDavWitrdGvLGcBXPSQcfnTB2D9o/j3GzNTjtw8FuYaFe015Wt6vbsjL1yVOmR8Vv9h3R/4sPRDXDYXfzrlT1ZsgtPm5N4V93J8zvG4mrw8setxDtj6F0LQ8fqeNuE0qz3TnmFUscwcqr6QOamhIUJKEARhKIwCo4mYzUfRcSAdieW4KaQGrkiFv2q0CIWUaWwQ5+7TJrk3TCFV3V7dpfWuN8xq1LmTziXZlYwSZ7x+urcdrb0df4nRKtnd8nxx9mLuWX4PdsXOy/tf5ifv/wQw3LuOVOtzAMXed0VK1zTr4HO4W/vAOOhUPXFoXh/+8IHnQATKyghUVIKqGK52va13bHhOagiGE1Y1Kjl52Ew3osGZl4d9TAZ6MET7lq09bj8r/yzAcIULakHWlK/hHx/cC8DJ8y7g3InnDmq7ptFGpELKcp+LsIpnzkltqtoU7a5ZmG19S3OWotjtlvjz7e9pGhERsy6EFbcBoL/8Q/wb3gbAWZDPsWPDQqqidyHlNN37Kit5btsT/GvnvwD4zYm/YXbG7C7Lumwu/m/F/3Gsaxr+UICf7/xjv89DQAvw1iEjENhs54SOdsCBDCekIjU0REgJgiAMBStDKq7/5YaRmLaWaWGr5AHsz6GTkOovQ4pO9ueRVqQGaWyQ4kqx9qm/qlRZSxnvFL8DwJenf9nYlidckWpvNw60NB37mIxe52BOzjuZ35z4GxQU64x5LETsSKI4+xZSWmsr6EZlUR0G6/Me+6KquMIC1rd7YCt0XdOsTCX31Kl9Oj3ax4wZsg36aGnr60zc/PmAMVfW/aB5ydglpLpSqfPW8eyeZ/nBuz8goSXI7PTZXHLs1YPepilKtKYmdK2nvXpndE2znreBHPtMTAv0vQ17aQ1EX0HSdI1Pyz4FjBZHAPd0I2DYu2MngcrKqNcJwEk3w+xL8Dfp6J89gkorjsxMFmctBgwxUtPeswJkS0zElprCgYYD/P3N3wFw/fzrOSP/jF4347K5+GbuFyhILqDC7eU7b32HrdU9hTLAZ+Wf0ehrJM2dxqKsRdb15pxUpIYTUpEaHCKkBEEQhoL5JT+CrX3FTYaQim1FauCvB3NIOT85v9/lzJkIPcKKlJUhFcV8FBhZUpG09z216yk0XePYsccyOdU4YLda+9rb8YfnbFyTJvW5jrMnns3Plv7M+ntC0oSo9nW00d+MlHYY2/pMnJMmodhthBobCVT2npVk4issJNTUjOJy4p4xo8/lYmGDHhyFQsqeloYzPx+gR0ivXbVz2oTTALjzsztp9jUyS83lgsnn4xgzQCW5H9T4eBS7DT2kWRXkvtCamsLtkPaI2yEzPZmMjR+Lpmtsq9kW9f7tqttFva8ej91jiTJnXh6ucFZZ26efdok6iBhFgQvux++YBv42XDvuA28jKe4UpqcZQm1txdpe71qTaueZPc+QURfkrIKzuGbuNX1uJtTQgENTuWLWlcyYsIiWQAvXrLqG7TU9Q4pfP2C4Mp4+4fQurd22lBQUm4ru9xNq6tuRzxRSNe01vZplCP0jQkoQBGEomDNSR0lrXzQVqd+c+BvuO+U+azC8T8z2PE0f8Ow1DC5DymQg5762QBvP7TUsz6+ccaV1veJ2gwLooLV7Ud0ua66hL74w9Qv8dMlPyfRkWrMoRyodQqrnjJTp2BdpOHIsUJ1OSxz49uzucznN77fszuNmz0Zx9m/4MlQb9I4MqdEjpADi5sxGsdsIVtfgL+7qdNe53WuqMpYvTr0chzt+SMYhiqJEbDhh2Z6npkbVDjmUOSmzrW9J9hIctg5L97gFC7AlJ6N5fbR++umg7NVD3iDBmd+AuBScoX3w7NchFGRJtuEMaFqXd6bR18jN+/4Xb9DLHHL5xYL+87pMU4y4zGzuP+0Bjsk8huZAM99a9S121O6wlguEArxzyKiud36dwTiBZc6k9dfeF++It+Y7pb0vekRICYIgRInNZmP58uUsX74cmzmLM0LW57qud7T2xcB+O9JAXjDmgk7OO3nA5brMW0VgHjAUh7iBhNQr+1+h2d9MbkIuy8Yt69hHRbGqUgDOiZMGdBcD+PKML/P2F95mUfaiAZcdzfRbkQq/HrZhduzrjitsOhEoK+/zjLp3+3Z0vx9bcjLOcEhtfwzFBj3U0mo8P6qCbYSNJrqjejy4phkVkfbNW7qYdCzMWsjE5Ikku5K5a+ZPSHAkYM9IH/KMV6SGE6F6M4g3OvE5lDkpM9R2ac7SLtcrdjvxxy81RGdVNd4dO3q7e7/4DxwAdzKOc36C6nbDvrfhzdv7nJMKaAF++O4P2eMrRk1L5fLpl6OW9+8cGawNP2fpGXgcHh447QHmj5lPs7+Zb735LXbVGS6NH5d9THOgmcy4TI7JOqbHeswg34HcCqW9b/CIkBIEQYiSLkJKM137RkZI1bTX0B5sR1VUS0QMCTMjJQKziYjptK7IKlJma1/0FZD+LNB1XeeJnU8A8KUZX+rhcKi4w5buCrgmDXxQfjSh9JMj1fF6HF4hZUtMxJFjnCnvLaA31NRkuSvGzZ8XkfAdig26FcSbnByRGcvhxj19mmHS0dqKb0/HbJlNtfH0uU/z+sWvkxMwPqciCXgdiEiFlFkNGSgLqTtmS96Wmi1RVY7aAm2W3bs5H9UZW1IScccYosO7fTuBqv5bRzuja5oVgOxcdFqHk99nD3JM6Q5sio3i5mKrtVjXde767C4+q/iMOHsc3z7rZyQ4Egh0qxp2J1hjvDdN5714RzwPnvYgc8fMpcnfxLfe/Ba763ZbYcsr81eiKj3f/7b0yOakxHBi8IiQEgRBGAr+kXXtM6tRY+PHdmlhGSx6yBA60bjlDYSiKKCGz373Ya9tbT8QQPMaVT5bfPRzZ/3NSH1a/in7GvfhsXu4cPKFPW5Xw859jnHjDoupwmiiw/68p5A6XGG8veGaOg0Af1ERWrcKUvvmLaDpOHLG4siOPD9tsDbolmHCKGvrM1HsduLmzAEMQ4XOgcZuu5sEZ4IVSButqOkNq7Wvse+5Gj0Usm63pUZmNGEyLXUaLpuLRl8jRU1FEd9vXeU6glqQnPicPmcXXQUFRuuoHp6X8vXv8mkSrKhAa/eiuJxGdbOTk1/CG7cxK8HoCjCrUk/seoJn9zyLgsLvT/o9U2cZVfBgTW2fNuyaz9fR3tzpdUpwJvDQaQ8xJ2MODb4GvvXmt6y2vr5MKywL9MbGfiuwUpEaPCKkBEEQokTXdaqqqqiqqkK3XPtG5sA7pvNRgB6uSEVydj8alPDM1UC5QKbRhOJyDjjv0hv9tfaZ1agLJl9AorNndcU1eRL2MWOsg9HPE3219umhEFqbcVA3mArhUHFkZWJLSUEPhiwTEDBspANlZf3anfe5zkHaoFuOfeFKzGjEMWGCEWgcDOLd2tXlLdTSitbuBVWJ2D2vPyznvrb2PoVIqKEBNB3F5YwqXBuMHKxZ6bOA6OakOrf19de+6Fl4DLakRLR2L22ffRZR1cu3/wAArvz8js/IsJMfWpBjy42WuzXla/ig5AN+v/b3ANy08CaW5y1H9Xiwh00+zIiF7oRMsZuUaGXYmSQ6E3no9IeYmT6Tel89bcE2suOzmTtmbq/rUt1u1PAJKdOCvjempEwBpCI1GERICYIgREkgEOCBBx7ggQceINBuzI/gHBnXvkNNhpCKxXwU0GE2EcOKFHQK5R1ASJltZIMxmoCO1r46bx1tgY6A0uKmYt4reQ+AK6Zf0et9HdnZJJ6yYtTNvxwOlM6GIJ2qhh3W5/YuM2SHE9dU4yDPV1iIrmnouk77xk3GbZMmR/16DdYG3Vx2tBlNdEZRFDxhO3TfgQNdHp8ZzGpPTY1JxVlxOCxnzVBD71UpM4h3sMJtMHNSptHECeNO6Hc5xW4nfulSFJtKoLwC365d/S6veb0EwlVM0wjFWJHh5EfOMSxpbgDgg5L3ufn9m9F0jQsnX8hXZ33VWtw53jjp1VdG2kCtkEnOJB4+/WFmpBkOlWcXnN1rW5+JWZXqz3CiINlwM6zz1lHvHTgAWOhAhJQgCMJQGOEcqZhmSNHJ/jzGFSnMeaQIhdRg53GSXckkOoz7lrd2OLM9sesJdHROHHeiddAgdMLR0RbaRUiZ1ucj0NZn4hw/HtXtQmtrJ1BcjH//fkKNjShOJ+7Zs6Je32Bs0LX2dqOao4zuihQYQtGZl2u0rW3aZF0fy7Y+E1tyCtD3nFSHY98ghVR4TirSilRFawX7G/ejKqrlotcftpQUa16qfetW6znqDf/Bg0a+XHpaz/eAIw6ueJL5jnQcuk6Dv5HWQCsLsxZyx3F3dKmMOXJzQYFQXb1Vge+MOc/U3xxbsiuZv53xN3637Hf92qhDJ8OJfh6bx+GxqvlSlYoOEVKCIAhDITD6WvuavQGqmr193aV/orA/j4aOilT/ZhNDMZow6W440Rpo5YXCFwDDZU/oiaIovbb3hYZYIYwFis2GMxzQ6921m/Zwy5p71swerU+R4hhrzElFaoNutfUlJsZ0fnC4cM+dB6pCsLKKQKnx/yBYHa5IxcBowmQgwwnLsS99aEJqX8M+mv3NAy5vtvXNzphNsis5om24Jk7EOWE86ND6Sd/zUv79+wFwFvRxIiYxG/cVTzLfZ/z/ydXt/HHhT3vMrqpuN44sI4Mv0K0qZYQXm89Z/4I3wZnA2RPPxjPAd4/NDOatreu3fdE0nJA5qegQISUIgjAUTCE1Aq19uq5bYbxma583EOKC+z9i2e9Ws/FQ9C0alv25PcauZGaFK9S/2YR14D6ECkj3OakXC1+kJdBCflJ+ry5egoHi6Onc11GROryOfd1xTZ6MYlMJNTSg+/zYkhJxhcXVYLCHhVSkNuijMYi3P2wJ8binGUYd7Zs3o/l8lunDsAipxoYet+mBAKFGw7beNsjWvoy4DHITctHR2Vq9dcDlzba+aP+fexYuxJaYgNbWRtuanoG6wdpaI/TZbsPZX75cznyuP+b7rGzz8WDJIVL/fjbsXdVjMTOjzn+oq3tfqLHRCC92OCIOLx4IW3KyEZ4cCKBFEMwrFanoECElCIIwFEawItXoa6Q5YBzo5ibmAvD3j4rYX92KL6hx3eMbqG2JzI3KQgu33sXabMIemdlETCtSzaVousYTuzosz/ubJfi801sob8gUUiNYkQJQXS6cEzoc2OLmRWZ33hddbdAHtr8erUG8/eGePh3V7SLU3ELbGsNFTo2Pj+msmy2lw7mve7SBKT5Vj8fIWxok5pzUQO19IS3EJ+VGRSpaIaU4HHjMeamyMry793S53axGOXLzBjTBWbj4Ov7whVfJz5gBbbXw+KXw5u0Q7BDsjtxcUBVCjY1dXA/N9jt7etqQc76sx6aqVmtlf3NSYoE+OOQbRRAEYSiMoJAy2/oyPZm47W6qm33cv9r4Ekx02Slv9PL9pzYR0iLPYOmoSMW4tc828IyUHgyitRm5XEM5cDdFZVlrGR+VfsTBpoMkOhK5YNIFg17n54HeWvssG+YRrkgBuKZPR3E4cOblWsG6Q6HDBn3g9r4Ox74jR0gZM2SzASPUGDqMB2KFGh9vfFZoeo9qh/WcRRnE251I56R21u2k0ddIgiOB2Rmzo96OPTWVuLBRR/uWzZbo0INBq3LkLMiPbGUZk+Hqt2DJt42/P/4z/P1MqC8CQHU6Lcv+zlWpDqOJ2FUNoZPhRD9zUp0t0KPJ7fq8I0JKEARhKATCgbwjkCNlCimzre+eVXto8QWZm5vMs99ZSpzDxoeFNfxx1Z7+VtOF4bI/N80m+qtImbkqisOB6nINelM58cZBdklzCY/vfByAi6ZcNOAsweedjlBe48y5IWyNEwUj3doHhphLvvACPEuXxmR9kdqgaz6f9TzYU1Nisu3DhXPiRCvvCWLb1gfGbJ0t/Jx0z5MKhUXBUK3W54+ZD8CW6i1oet8zlmZb35LsJTjUwWXquSZPNow6NJ3WTz5F9/vxFxejB4OoCfE4wiYlEeFww9l3w+X/AncylK6Hh06CHS8CWC2CgZJOQsoymoit4LUMJwZw7lNQaPA1UOvtP8BX6ECElCAIQpTYbDaOP/54jj/+eGzBsJAagYP0zo59uyqaeHqtIax+du5Mpmcn8dtLjDyk+1YX8taOygHXp+s6mNWrEbA/72jrG9q8mdnat69hHx+VfYSCwhenf3FI6/w80L0iZb4eQxW2sURR1Zi1PEVqg27epibEDyrbbCRRFIW4BfOtv2MtpKBTMG+359By7BuikJqSOoU4exzNgWb2N+zvc7nBzkd1x7NoEWp8PFprK61r1+I/EM6O6stkYiBmnAfXfgi5S8DXCM98BV65CUdmujH319RMsL4ezeu1TibFIuerM6bhRKipuUewtUmcPc6q5ovhROSIkBIEQYgSm83GypUrWblyJbbQyLX2mUYTuQm5/PqVnWg6nDNnLIvzjS/hC+aP42vH5wPwg2c2cbC2tf8VdhI5I2F/HiuHONNswq8ZBwzL85bHLLD4aMYUUoTtz0Phtr6RtD4fThS7HbvpntZPVcpsUbMfQfNRnXFkZRE3dw7uGdOHxbq9N+c+zefrEAVDfN7sqt1q1eurva810MrmKuO2oQopxekk/viloCoESkoNt0OlW3ZUtKSMh6+/Cif+wPh73V9R/nEmdo9RYQsUF1vVKFtycswFu+pydWR+9VOVEsOJ6BEhJQiCMBTMHKkRbO1rak7mw8IanDaVn541vcsyt549g2PGp9DsDXLtvzbQ7u9nRqmzyBmuilQwgorUENvIEpwJXayPxfI8MnpWpAyjidEwHzVcmHMq/dmgd8xHpRyOXRoW3DNmEDd37rCsu8O5r5NpQjiI15aYEBNRMNCc1NqKtQT1ILkJueQlDf2kiT0tjbi586y/HWPHonqG+Blvc8Bpv4Ar/w2eDKjchvP9H0DxGvyHijsCkwdpFT8Q9owxQEf7YG+IBXr0iJASBEGIEl3XaWhooKGhAd0/ghWpcGvfC2sNZ75vnFhAXlrX/XDaVe7/8jGkxzvZWd7E7S9s63uQ2AxiVZWYtU9ZmBUuLQIhFT/0CohZlZqcMjmiYE4BsHcTUpZj39ErpCKxQTcrLUeSY9/hxBa26dbavWheI78uaAqptNjM+phzUn0JqVi19XXGPW2qMS8FuKZMidl6mXwafOcjKDgJh7MFZcu/0D76C769u4DYG02YmAItWBuZ4YQQGSKkBEEQoiQQCHDvvfdy7x//SMAbbpc7zDlSLf4W6rzGwUpxlYeMBCfXr5jU67Jjk+P48xULUBX494YSnlhzqNflTPtiJcZhvBCZ/XksMqRM5mQY82HfmP2N2IvCoxSrImW29jXH7vUYrQxkg64HAoSawpU5EVK9ojgcHW1jYdFpVaSG6NhnMneMUU3b37ifRl9jj9vNIN5Y58R5li4l+fzzrMplzEjMhqteQDn1dhzxOhSvRX/rTmivj7nRhInNMpzoO5i3swW6OPdFhggpQRCEwaKFgLCLlCN22SyRYFajCCWA5uam06eR6O7bqer4yRncfIbR9vfLl3awubihxzLmAbRiG4avBiuQt3chpWuaNVMRi8yimxbexDPnPsN5k84b8ro+L/TV2jfSGVLDTX826JbRhCduSFlIRzvd2/tMIRUr04RUdyoTkowcsS3VW7rcVtpSSlFTETbFxuKxi2OyPRNFUWKau9UF1QYn34zja49AXAq0VKEcet+q8MUaW0oKit1uuHE29hSjYDj3qYpKk7+Jmva+K1dCByKkBEEQBovWkbeD4/BWpMz5qJAvjenZiVy+eOC5gGtPnsjKmVn4Q0ZYb11rt1YmM1BzBCpSWmsr6MYsVSwOXDwODzPSZwx5PZ8nFIdpfx4wDrbajTat0WB9Ppw4cgwh1ZvhRPAomI86HFhCqr4BrbUVzesDVYnp89bXnJRZjZqTMYck5/CIkOHEsegclLmXAGBv2T1s21EUBVt6/8G8LpvLMuYRw4nIECElCIIwWEJhIWVzDov46I9N5caXnOZP5/ZzZmJTB25fUxSF/71sHvnpHkob2vn+Uxu7hPVaYbzDUJEyA3n7MpuI5XyUMDisipQ/QCg8H6W4nKhHmOV3tNjHjEGx23q1QQ/VG38fSUG8I4G9k3OfJT6TkmMa7N2XkBqO+ajDiWKz4Zy/AgC7/wA0DxxVMVisPKnwa9Qbk5JlTioaREgJgiAMFlNIjYDRxBt7tgGQnzyBE6dEPpyc5Hbw4JULcTtUPthbw/+91SmsNxzGS1j0xBTT/rwPs4mODCkRUiNF59Y+LUZW9EcCis2GPRy02t29z3Lsk/moflGTUwAINTcRqgm7z8VoPsrEFFJbqrcQCn+OhLQQn5Z/CsDx445MIQUQt/Rk4udMxJUchP3vDtt2TAdO80RJb4gFenSIkBIEQRgs4Zyiwy2kPiqsoby1FIDL5s+P+v4zxiZx18WGGcOf3inknV3GGVDLbCLG1ufGOvuvSH0ejA1GO53NJjqE7dHd1mfSYYPe0d6nh0KEmoxZEntqykjs1hGDLSHeeP9oOv5DRtuxaW4QKyanTCbeEU9bsM06yN9eu51mfzOJzkRmpc+K6fYOJ4rdjvOY01AUhlVImSeqtJa+MwXFAj06REgJgiAMFrOCcxgzpEKazq9e2YHqNHrcF4+bOqj1XLQgl6uOM4a3b3xqE4dq2zrZnw+H2cQAFalWqUiNNNYcW8BvnbE+WsN4u2PZoNd22KCHGhuNuT2XEzX+8M5AHonYUozsNnO2LtZVPJtq6xHM+1HZRwAcN/Y47Orhba+OOROXG7/3r4ZhcsyzhFRbW5/zqp0t0MW5b2BESAmCIESJqqosXryYxTMnoioc1orUM+uK2VVZi+poArAGgwfD7efOYF5eCk3eINf+az1en9GqODz25xHOSImQGjHMihR6p+yko9xowqQ3G3Szrc8ubX0R0dlYQrGp2JKT+154kHTPkzKNJpbmLI35tg4745eC3Q3N5VCzZ+DlB4HqdlsnTEyX1O4UJBdgU2w0B5qpausZCSB0RYSUIAhClNjtds455xzOOXE2dlU5bBlSzd4Af3hzN6rTsBZOdCaS7Br8wYrLbuPBLx9DWryTHeVN/HnVbkAfVrOJ3ipSuq53ZEiJkBoxLCFFh4310e7Y15nuNugyHxUdnYWULTUVZRgq250NJ5r9zZYV+tKxR4GQcrhh/HHG5X2rh20zZpXZPHnVHafNaZ2gk/a+gREhJQiCMFj8bcbvw5Qh9cC7+6hp8TM23fgCHJ84fshhszkpcfzpi0ZY71vby/mosHZ4HAhN175e2kn0tjbQdFAVFM/hN+4QOrDEVNjN0fY5amnrboMu1ufR0bkCZUuNTX5Ud8xg3oNNB3mz6E1CeogJSRPITcwdlu0ddiYa7n3sHz4hZZ6sMudSe6NzMK/QPyKkBEEQokTXdVpbW2ltqjd6yA9Da19xXRt//fAAAMtnG6JkfOL4mKz7xCkZ/OTM6dh0jf9uLWd9Se9hjUNB6UdIda5GDVUYCkOjc1VKdbtQjnLr8850tkEP1tdboaVSkYoMW3IyhP/7xtqxzyTZlUxBcgEAj2x9BDhKqlEmk8JCqujDDlfYGGPNSbX2LaSsOalGqUgNhAgpQRCEKAkEAtx9993c/Y+XCWgclta+376+C39Q44TJ6bjijNa+WJ6F/fZJEzlz+hgA7nl7H9tKYyymzNa+XoSUzEeNHroIqc9RWx90tUH37d6NHtJQ7HZ5X0aIYrfjyMpCcTiwZ2UN23bMOanSFsO59EjNj+qVrDngSQd/C5SsG5ZNWEKqHwt0qUhFjggpQRCEwWLlSA1va9+6ojr+u6UcVYHbz5lJcXMxAOOTYlORAiOs99snTmDymATaQjpX/2Mt5Y3tsVt/P4G85he6hPGOPIqjo61zuF+PqmYv3kDv5iMjhWmDbll4p6ZKlTQK4k84gaRzz0GNG77PRHNOCsCu2FmcvXjYtnXYUVUoONm4PEw26KaQCvUxIwUdFan9DfvFuW8AREgJgiAMFktIDV9FSgvbnQNcvjiPGWOTOoRUjFr7TOy6xhXHjmdcegKVTT6ufnQdrb5gTNatdAr57d7eFwpnmkiG1MjTuSI1HK9HMKTx2tZyLvvLJyz5zdss/s1b3PHiNraXxb6ddDCYNuiEjx1lPio6FLsddZjbQTsLqblj5pLgPMo+NzrboA8Dts4W6OHswO7kJ+VjV+y0BFqobKsclv04WhAhJQiCMFi0sJAaxhypFzeXsrmkkQSXnZtOn0YgFKC81XAVi2VFCkAPacQ5bPz8wrmkh538vvfkRkJaDM5IdhJS3dv7pLVv9DBcrX2NbQH+8t4+Tr77Xb7z+AbWHDDaU5u9QR775CDn/OlDzr/vQx7/7CDN3uGZDYkEywbd/FuCeEcdE1Mmkugw3ptHVVufiTknVbIOvE0xX70SF2c4s2o6Wltbr8s4bA7r+0Xa+/pHhJQgCMJgsSpSwyOkNE3nf98w8kSuWzGJMYkuSltK0XSNOHsc6e70mG5PDwcMj0318MhXF+Gyq7y9q8qqiA0FxWZD03U+O1DLT57ZxL/Xl9DYbjx/Vhjv52wmZzRiZsxAbITt3spmbn1+K8fd9TZ3vbaL0oZ20uKdfHfFZD7+6Sn88+olnDN3LA6bwpaSRm57fhtLfvM2Nz+7mfUH60ekrci0QQfJkBqNqIrKeZPOI8GRwFkFZ4307sSelPGQNgn0kGE6EWMURemYk4qgvU8s0PvnCI+BFgRBGEGGWUhtK2uktKGdBJedb5xgOFUdajZmN/IS82I/u2G2edjsHDM+lXsum8/1T2zg0Y+LKMiI56vH5w961YVVLTz9YRElNS28V53JM9uqcdpUTilI5LKGGmaMTSJFrM9HnC6tfYMUUpqms3p3FY9+XMQHe2us66dnJ/KNEwo4f34ObodRocxJiWPZlDHUtvh4fmMpT645xL7qVp5dX8Kz60uYmpXA5YvHc/GCcaTGHx4HQUfOWHx796LYVNSkpMOyTSE6bjn2Fn665KdH7/zaxOVQt89o75t+dsxXryYkEmpsMuZTw3OB3ZmcMplVB1dJRWoAREgJgiAMltDwtvat3lUNwImTM6wDz+GajwLQg0ZFygzkPWfuWIpqp3H3G7v55cvbyUuL45Tp0blxBUMaj3xwgD++tYeT6tpJsKtcsWgc75f72FvVwmfbilEqSvC74rCFNnDO3LGcOiOLBJd8PY0IYSGlxrm7iKpIaPYGeG59Cf/4uIiiWqNlSFXg9JlZfP2EAo4tSOvzwDc9wcU3l03k6hMLWH+wnifXFPPfrWXsqWzhV6/s4Hev7eKM2dl8cXEeSyemo6rDdwBtz8rCNXUKtuTkYQmVFWLDUSuiwGjvW/fXYTOcsCXEEyAyw4nBVqR0XT+6X6Mw8k0lCIIQJaqqMn/+fKh7BVVh2CpSq3dXAbAibEsOcKgpXJFKyov9Bs3ZpU6BvNctn8TB2laeWVfCDU9s5Nlrj2dmTmRn6XdVNHHzs1vYGrZSnzI2hcvmZJB3xlR+lpbGnspmVq9aS8m7hewKOlm7o5I3d1TisqusmJbJOXPHcsr0TOJFVB02TPGkJkTeZtnqC/KHN/fwzLpiWsLmJEluO19cMp6rjptAXlrk/z8URWFRfhqL8tP4+fkzeXFTGU+tOcT2siZe3lzGy5vLyEl2c+68HM6bm8PscUkxP1hTFAXPggUxXacgREX+MlBUqNkDjaWQPC6mq+9o7WvtcxnTAn1fw76oRVGwtpbmd94hbtYs3DNnDm1nRzny7SQIghAldrudCy+8EKr/BKXKsORI1bb42FzSAMDyaZnW9cNakQoZrX2KvcMYQlEUfnPRHErq2/l4Xy1X/2MtL1x/AllJ7j7X4w9qPPBuIfevLiQQ0kly27njvFmcXg5aa6sl2KZmJZI3bwxex1QqUsfyXz2LV7aUUVTbxuvbK3h9ewVuh8op0zM5f14OK2dmD2slQgBHZiY+jwfnhMjeX7UtPr7+6Fq2hEOcJ42J52snFHDJMePwOId2iJHkdnDVcRO46rgJbCtt5Km1h3hxYxlljV4efn8/D7+/nwnpHs6bm8N583KYli0zdsJRQlwK5BwDpeuMqtSCL8d09R1Cqu8sqfFJ47GrdtqCbZS3lpOTkBPx+gOlpaDpeHfuwjVlStTV7SMJqVkLgiAMFn/Y8WgYcqTe21ONrsOsnKQuomU4hRRhswm6tTM5bCoPfnkhk8bEU97o5ep/rKXN37st+paSBs6/70PufWsvgZDO6TOzeOumk7l0Ya5lZNDZ/tzIkFIomJDNj86YxuofLee/3zuR65ZPYnyaB29A49WtFVz7rw1c+tDH7KqIvYuV0IEtJYXk887FNWnSgMsW17Vx6UOfsKWkkbR4J3//2mLeuulkrjpuwpBFVHdmj0vm1xfOYe3tp/HQlcdwztyxuB0qB2vbuG91IWfc+z4r//gef357Lwdq+j7LLghHDMNog25WnEMtLX0aujhUB/lJ+UD0zn2hRuNzWg8G8R88OPgdPQIQISUIghAluq7j9/vxt4e/hIYhR+qdXeG2vk7VqKAWpKSlBDDMJmJNR0Wq50FwssfB37+2hPR4J9tKm/jek5u62KJ7AyF++9ouLrz/I3ZVNJMW7+TPVyzg4asWkhkWgmalq3Mor9mjb0swnkNFUZiVk8yPz5zOezcv55UbTuSakyYS77Sx4VAD5/7pQ+56bWefQk44POyqaOKSBz/mQE0r41LiePbapayYnjnsMxFuh40zZ4/l/i8dw/rbT+f/vjif02dm4bSp7Kls4Q+r9rDif9/l3D9/wF/e20dJfe/2zoIw6jFt0Pe/22EEFCNUT5wxwKjp6H1YoEPX9r5oCDV15ML5Co9uswoRUoIgCFESCAS48847ufONMgIaMTebCIY03t9jGE2smN4hpCpaKwhqQZyqk6z46EwfIsG0P+9rwH58uoeHv7IIp13lrZ2V3PnqTgDWH6zj7D99wEPv7UPT4bx5Oaz6wUmcNy+n64G1Gm4Z1DpVpMI9+r1ZbSuKwuxxydxy9gze+uHJnDEri6Cm85f39rPyj++zOiw2hcPL2qI6LnvoE6qafUzLSuTf3zmeSWMOfwZYvMvOBfPH8chXFrH29tO4+9K5nDR1DDZVYVtpE3e9tosTf7eaix/4iP/3wX4O1YqoEo4gcpcY87et1VA19AiKziiqii3eOHkV6mdOyjSciKYiFfT72F28kf/u/y8HWw4RamwiUHn0flbLjJQgCMJgCQUAJeZmExsONdDkDZLqcTA/L8W63rQ+z03MRVWG4TyY2XLXS0XKZOGEVP7whXnc8ORG/vrhAQqrWnh/r9GGmJno4tcXzmblrN7tdLtXpDSfDz1gOB8OlFk0NjmOv1y1iLd2VPLzl7ZTUt/O1x9dy9lzsvn5ebP6ndkSYseqHZV894kN+IIaiyak8tevLibZM/LzD8lxDr6wKI8vLMqjtsXH69sreHlzGZ8dqGPDoQY2HGrg1//dybSsRFbOyuL0mVnMGZf8uXAVE45Q7E6YcAIUrjLa+7Jnx3T1amIioeaWcI5fZq/LRFORKmsp4/nC53lz03MU7KoiYIdXQpv4dvJZHLsvF0dW79s40hEhJQiCMBh0HbQA4Iy5kDLd+k4On103KWk22vqGZT6KjtklxWbrd7nz5uVwsLaV/31zD++FK2dfWJjL7efM7P+gultFygyDVD2eAbdpctrMLJZOSufet/bwt4+KeHVrBe/vqeHmM6Zx5XETujxfn3c0TafZGyQpzh4TwfDMumJu+c9WQprOqdMzue9LxxDnjOx1O5ykJ7j48rET+PKxE6hs8vLq1nLe3F7JmqI6dlc2s7uymT+/U0h2kpvTZmZy+sxslk5Mx2mXJh1hlDFpRVhIvQvH3xDTVavxYcOJ5r4NJ8yK1P7G/Wi61uMEXiAUYHXxav6z9z98XPYxOjrZ9boRGJ+Vw/rE/by062VqvHVcPG8u9vjDX7kebkRICYIgDAYtCIRnhGLc2me2rHVu64PhtT7XNc16OEQgaq5fMZlmb5CP9tVw8xnTOXnqmAHvY1WkwoLN/AJXE6KbMYt32bntnJlctCCXW5/fyqbiBn7+0nb+s6GE31w0h9njkqNaX2eOtOwTbyBEcV0bh+raOFhr/DZ/iuva8AU1pmcnctXSCVw4f9ygrOR1Xeeh9/bzu9d3AXDpwlx+e/Ec7LbRLzyyktx8/YQCvn5CAQ1tflbvruLN7ZW8t6eaiiYv//r0EP/69BAJLjvLp43h9JlZLJ+WSXLcyFfZBMEynCj6CII+sLtitmrzc7e/LKm8xDwcqoP2YDtlLWXkJuYCcKDxAM/vfZ4X971InbfOWv7Y7GO5ImsR87KTiJsylXT7GtaU3M/HpR+x99nvcdOV9xNnj70500giQkoQBGEwmGG8ENOKVFlDO7sqmlEVOGlKV3FitvYNh9EEwQ7zhkiqQ4qicMvZM6LahLXesJAye/NtA7T19cXMnCT+/Z3jeeKzg/z+9d1sLmnk/Ps+5OsnFHDT6VN7FQ26rlPfFqCotpVDtW0U1bZysLaNg+Hfje0BjpuYzhmzslg5K/uwtAzquo4vqOENhPAGwr+DHZfN21p9QUrq2w2hVNvGwbpWKpt8A65/V0Uztz2/jd++uotLFuZy1dIJEc80aZrOb17dyV8/PADANSdP5KdnTj+ixKZJisfJRQtyuWhBLt5AiE/21fLmjkre2llJdbOPV7aU88qWcuyqYrwHZmdzzpyxpMU7R3rXhc8rmTMhIQtaKqF4DRQsi9mqbRFkSdlVOwXJBeyp38P22u1srNrIv/f+m/WV661lMuIyuHDyhVw8+WLykvJo+eADAo3l2FNSuG7ydUxsjWfVc3+gdNtnfP3Vr/Hn0+5jjGfgE29HCiKkBEEQBoMWFlI2d0fLWgww2/oWjE8ltdsB3LBmSHVyhYq0zS5qbN0qUmZr3yCFFIBNVbhqaT5nzMrml6/s4L9byvnrhwd4dWs5N50+FV3HEEt1YbFU00azr3/Hvw8La/iwsIafvbidBeNTOHNWNmfMyiY/Y/DujL5giK0ljaw7WM+6onp2ljfR4gtaQmkoJLjsjE/zMCHdw/g0D+PTPUxIi2d8mod4l43nN5byr08PUlTbxqMfF/Hox0WcODmDK4+bwGkzMvusLAVCGj9+bgvPbywF4PZzZvDNZROHtK+jBbfDxorpmayYnslvtNlsKmlg1Y5KVu2opLCqxXoP/PKl7SybksEF88dx+swsCYcWDi+KYlSltjxtzEnFUEipiYYFen9ZUmC09+2p38PN792MHm5bUBWVE8edyCVTLmFZ7jIcakcF17Q+V5OM4PYzll7F2P2NPLP5n+zZv50vvfol7jvlPqalTYvZYxlJ5BNBEARhMJgVqRhnSK3eZcwcndKtrU/TteEVUmEDiM5hvLGme0XK/AI3v9CHQmaSm/u/dAxfWFjFz17cRnFdOzc/t6XP5ccmu5kQFhwTMjzkpxvCw+1QeXtnFW9sr2DDoQY2hn/uem0X07MTWTkrmzNmZTFzbFK/VZm6Vj/rD9az7mAd64vq2VLSiD80sGCyqQpuu4rbYcPtsOFyqLjtxm+P08bY5DgmhMWSIZ7iSfU4+t2Xby6byDdOKOCDwhr++UkRb++qsoRCTrKbLx07nssXj2dMYkfbUJs/yHf+tYH39lRjVxV+f+lcLj4md8D9PxJRVYVjxqdyzPhUfnLmdA7UtPLG9gpe2VLGttImVu+uZvXuatwOldNnZnPBvBxOmjpGZqqEw4MppPathlPviNlq1fh4UIzPfq29HTWu9++ymWkzee3Aa+jo5MTncNGUi7hw8oVkx/c0FdKDQSN0HbAlGy3WiqoydcGpXK05CZY8w6utFXzlta9w98l3c1LuSTF7PCOFCClBEIQoUVWVmZNyociG6oxdhpQ3EOKjwhoAlk/r2vpQ3VaNL+TDrtgZmzA2Ztu0MC3JY1hd64HatSJl9uar8bF7DpdPy+TNG0/mvtV7eXtnFWMSXeSnxxuiKT2e/HQPeWke3I6+H+fkzESuOXkSlU1e3txRyZvbK/hkXy27KprZVdHMn97eS15aHGfMzObM2dksGJ9KUW0r64sM4bTuYD37q3u2y2QkOFk4IZVFE9JYMD6FFI8Tt8MQTa6weHIM09yRqiqcPHUMJ08dQ3FdG0+sOcTTa4spa/Tyv2/u4f/e3svZc8Zy1XFG29/XH13LpuIG3A6VB69c2CXP7GinICOea0+exLUnT6KwqoWXNpfx0qZSimrbeHlzGS9vLiM5zsHZc7I5f944ji1IQxWTE2G4MOekyjZCez3EpcZktYqqonri0Vpb0Vpa+hRSl0+/HIApqVNYmrO0X8fYUJNRjVJcTlRXx4kZ16SJpO7cwffzv0pr3Du817yBG965gR8v/jFfnvHlmDyekULR+4o0/hzR1NREcnIyjY2NJIVLkYIgCP1S9CE8eg5kTIXvro3JKt/fU81X/raGrCQXn95yapcqw9qKtXzjjW+Ql5jHqxe/GpPtdSZYX0/zm6tQPXEkn3dezNcP4N25k/YtW3Hm5+NZMJ+G518AIOXii1Aco3u4v7EtwNu7Knl9WwXv763GG+ioLjltaq/VpsmZCSzOT2XhhDQWTUhlQrpnVM0WeQMhXt1azmOfHGRTcYN1fZzDRnsgRHKcg799bTELJ8TmwO1IRtd1tpQ08uKmMl7ZUkZVc8dsWnaSm/PmjeWC+eOYldN/pVIQBsV9S6BmN1z2GMy8IGarbX73XYKVVXiWLMZVUDDk9fkOHKBtzVrsmWNIXLGiy22tH3+Mv7gEW0Eefwi+zn/2/geAK6ZfwY8X/xi7OrpqO5Fqg9G114IgCEcK/nC4Zwxb+8z5qBXTMnscjA1nWx/QYTbRRxhvTLB12J+Hwu0fqts16kUUQLLHwcXH5HLxMbm0+YO8v6eaN7YbRgXN3iBOu8r83BQW5qeyaILRJtZ9xm204XbYrMe0taSRf35axIubymgPhBib7OaxbyxhStbQ2y6PBhRFYV5eCvPyUrjtnBl8tr+WFzeV8eq2ciqavDzywQEe+eAAWUku5oxLYc64ZObmJjN7XHKXlklBGBSTVhhCav+7MRVStsREgpVV/RpORIMWrkiZbX2dcU2Zgr+4BK24jDvOvZUJSRP44/o/8uSuJyluLubuk+4mwXnk2aOLkBIEQRgMgfAXjyN2bWmm7fnyXtqoLOvz4XDso8NsQrEN39eCOSOlB0MdRhMxmI863Hicds6cPZYzZ4/FH9Q4VNdGXlocrmGcLxtu5uQm8/tL53Hr2TN4b081Syelk5koIce9YVMVjp+cwfGTM/ifC2fx7u5qXtpUxls7K6ls8lHZZAhsk+wkN7PDwmrOOBFXJo3tAd4N29Hvq27BaVdx2VVcdqPV1eXodNmu4nJ0umy3kRRnZ1p2EtOyEkdlnllMmbgCPnvImJMaCrtfg1U/h5N/DHMutYx++jOcaGwP8NaOSk6bkTVg+LbZ2mfrpYJjHzMGW3IyocZGAkUH+cbsbzA+cTy3fHALH5Z+yFde/wr3n3L/8LSuDyMipARBEKLE7/dz55//Bbu83Po1N7GoOxyoaaWotg2HTeHEKRk9brcqUknDW5E6LGYTWqgjQ+oID2h02lUmZx7Zj6EzKR4nF8wfN9K7ccTgsts4I+zq2OYPsq20ia2ljWwtaWBraSP7a1qpaPJS0eTtIq7GJhvias64ZLKT3ei6TkgDTdeNH00npBO+XkfTsa7XdLDbFBJcduJddhLCP/EuG4lu47p4l514p33UBVSXN7bz1o5K3txRySf7aglqQ58uURWYOCaBWTlJzBybxMzw7/SEo0is5p8Aqh3qD0B9EaTmR7+O6j3w72+CvwVe+A6kT0KNN07a9ZUl9fbOSm59fiuVTT4WTUjlmWuW9jsP2N2xrzuuKZNpW7ceX+FeXFOncNqE08iOz+aGd25gb/1ervjvFdx36n3Mzpgd/eMbIURICYIgDIaQ3/gdo9a+d8LVqCUFaeWXwY0AADGvSURBVCT0YrE83K19lv35cJpNdLI/t4wmogzjFYTRisdpZ0lBGksK0qzrWnxBtpc2srW0kW3h3/trWilv9FLe6GXVjsp+1hiLfbJZQiszycXc3BTm5iYzLzeF3NS4YZ/n0nWdvVUtvLm9gjd3VLKlpLHL7VMyE1g5K4tF+WlGnlpAwxfU8AWNWADj7/DloIbfvC2gUd3iY0dZE7WtfgqrWiisauHFTWXWurOSXJawmpWTzMyxSYxP81hCQNd1dB1CYfGqm2K1m2i1qQpJbvvIzr65EiF3MRz6xGjvW/i16O7vb4VnrjJElM0FIR888xVsX3wFAK25q5BqaPPzy5d3WNEHAOsO1vPEmkNcedyEXjehBwI9HPu64xw/nvbNW9BaWglWVOAYO5bZGbN54uwnuP6d69lbv5cfvvtDXrnoFRy20d/yDSKkBEEQBodpf26PTRjvu53mo7qj6/rwhvFi2NYCKMPkGmes22ztC1qtfYMN4xWEI4EEl51jJ6Zz7MR067ru4qqxPYCqKKiqgqoYB+6KomBTjL+N68N/q6AqCoGQRqsvRIsvSIsvSGv4d4svSIs3aFV62vwh2vwhqpp97K9p5dP9ddZ+pHoclrCam5vCvNxkMmMQQB3SdDYeqrccL4tq26zbFAWOGZ/KyplZnD4zi4kRBkP3ha7rVDf72F7exI6y8E95EwdqWsNtloZ1vYlZoTOFU6TEO23kpnoYlxpHbvhnXIrHupwW7xx+oTVxuSGk9q2OTkjpOrx8I1TvgoRs+Nor8PilUF+E+tbNYL/YEEE+H6rLxRvbK7jt+W3UtPhQFSM+IS3eyW9f28XvXtvFaTOyyE7u+T4JmV0GblcXx77OKA4Hzvx8fHv34issxDHWaOMbmzCWx858jJ999DO+OuurR4yIAhFSgiAIg8MUUs6hC6lWX5DPwgc4K6b3FFJ13jpaA60oKIxLHKa2q7AlOcM4I9VhNqEd0TNSgjAUehNXsUTXdXxBjVZfkFZfiGZfgBZvkIN1bWwpaWBLSSM7y5uobwvw3p5q3tvTITSyk9xGxSrPEFjjUuJo84do9QVp8xvCrc0fpMUXos0XpMUfpM1n3N7qN7a3q6KJmha/tU6nTeXEKRmsnJnFqTOyYjofpigKmUluMpPcXU5CtfiC7K7oEFY7yprYVdE86PDrVn+I3ZXN7K7sfZbI7VANoZViCKsJ6R6OLUhn9rjk2LVXTlwB794FB94DTYvcGGjdX2HrM6DY4At/h4wphvvf/zsdpfAN1Ph0tPErqKuq45cfVvDyZqOqNzkzgbsvncuC8amENJ3Xt1WwqbiBO17cxsNfWdRjM6FGo9rYV1ufiWvKZHx79xIoKyfU0oot3JWQ4Ezgjyv+GMUTMjoQISUIgjAYNDOQd+hC6qPCGvwhjfFpHiZm9Gx1M9v6suOzcdmGp+9fD9t3H44ZKd3nQ/Ma9tGqVKQEIaYoimIFOqd3+u917MR0LltkVLR9wRC7ypvZUtLA5pJGtpQ0UFjVYsxz7TDy04ZCotvOqdMzWTkrm5Omjum1XXk4SXDZWTghjYUTOtosgyGNmhY/qmI8R6piVPdURUEJV/psioJiXW/89oc0ShvaKalvp7S+nZL6NuNyg3G5qtmHN6BZ7YWdSfU4OGFyBidNGcOyqRmMTR5CK/i4heBMNLKkKjZDzoKB71O6Hl6/xbh82i9gwvHG5bHz4Jz/hZduQN37PIVtKfxsfZAdqiH8rjlpIt87dYqVt2dTFX57yRzO/dOHvLmjkte3lXPm7K6mEFpYSNmSU/rdJVtiIo7sLAIVlfj3FRI3b140z8KoQ4SUIAjCYIhhRcq0PT9lek/bczgM1ucAocNnf26KKMXpRHWObotwQTgacdltlp37VeHrWn1Btpc1dRFXNc0+y9DC47IR7+xsZmHr5bKN7KQ4FuWnDlu49GCx29ReW9IGwq3amDQmgUl9tCH6giHKG7xhcWWIrF0VzXy6r5b6tgCvbCnnlS3lgDETdtLUMSybksGxBenRuQ3a7FCwDHa/asxJDSSk2urgma8a87zTz4Xjb+h6+4Kr8O77CLXqP2TufYqEhDSmTcvl7i/MZW5uSo/VTc9O4tqTJ3Hf6kLueHE7SydlkBzX0YJnOfYlD5zH6po8mUBFJb79B3DPmoViP3LlyJG754IgCCOJKaSGaDah6zqrdxmtNcunjel1GWs+Kml45qOgc0Vq+O3PTWyJUo0ShNFCvKunWYYwMC67jfyMePK7dRMEQhqbixt4f0817++tYXNJA3urWthb1cJfPzyA066yJD+NZVMyOGnqGKZnJw48ZzVxhSGk9q2GE3/Q93KaBv/5NjQWQ2oBXHC/MaAWRtd1Xtpcxm93nMvfbB+RTS2/j/83Y6+7AZerb7H53VMm8+rWcvbXtPLb13Zx18VzrNtMx77erM+7Y8/JQfV40Nra8B8qxjVx6GHAI4UIKUEQhChRVZUpmXEQsKEOMUBwZ3kzFU1e3A6V4/qYmRjuDCnAqkgpw1iR6i6kpK1PEISjFYdNZVF+Govy07hp5TQa2vx8VFgbFlbVlDd6+bCwhg8La7jrtV1kJLhYOMGoEs7PS2FubkrPlsiJy43fhz6FQHvfJ/I++AMUrgK7Gy7/J8SlWDdVNXm57YVtYcdIlYfTr+f2pt+T3ngA17u/gjN+0+djcjts3HnxHL748Kc8ueYQF87P4diJ6YZZRZthKqL24djXGUVRcE2eRPuWrYYVuggpQRCEzw92u50vH5cNex3gGZpZgtnWd8KkDKsfvTuHo7VPP5xmE2GO9AwpQRCESEnxODln7ljOmTsWXdfZV93C+3tqeH9vNZ/ur6Wmxccb2yt5Y7sxn6YoRivgvNwU5o9PYV5uCtOzJmFPGgdNpYaD36RTem5o32pYbYihshN+zdbaMRTv3c+hujYO1bWx/mA9zd4gDpvCd1dM4dvzjsP7RAnahr/CJ/dB3rEw8/w+H8dxE9O5YkkeT64p5pb/bOXV7y/DHm7rU+PcEbdrOydOxLt9O6H6BoK1tdjTh8d8ZbgRISUIgjAY/GFL3yGaTVi257249ZmYQmo4K1KmkDosgbxhJENKEITPI4qiMDkzkcmZiXzjxAJ8wRCbDjWwuaSBzcWNbCpuoLShnT2VLeypbOHZ9SWA4Q74QPxMTqGUwk9fRk9YTE2Ln+KwSGqqLOKHB75JMjpPBZfz0zdygPU9tj97XBL/+4V5TM9OQvf78WbPQ8s/BT30X5QXr4esWZA+qc/9/+lZM3hrZxX7a1q5f3Uh351siKeBHPs6o7pcOPLG4y8qwre3UISUIAjC54qAETw4FCHV0OZn/cF6oG8h1ehrpMHXAAx3a1+4InUYAnmtP8X6XBAEAZfd1sMSv6rZy+biRjYXN7Cp2BBZzd4gLzRN5RTnKry73+HcradZyzsI8pTzVySrTWzXJvDz4NdI8TiYkOYhL83D+PDPhPR4FuenYg+bgShOJ4rLiT79PEK11dhr1sDTV8E33+rTTCk5zsH/nD+L7zy+gQff3cfZtmSyAVvSwG19XR73lMn4i4rwFx8ibv48VPfQc8wONyKkBEEQosTv93P3y/ug1cfNVzgYrO/c+3tr0HSYlpXIuJTee91Lmo0zkRlxGXhiYLXeF4fF/txIE4VwWKjMSAmCIPROZqKb02e6OX1mFgCaprO/ppVdhePgzfuZrRaR62zFnjiGvDQP17b/PxbW7CXgSMRx8T9Zkz+zi6tef9gSEwn6/Gin/hZe+SJUbYf//hAufKCLSUVnzpydzekzs1i1o5JHX9/CjxemReTY1xl7Whq2tFRCdfX49+/HPXNmVPcfDYwub0pBEIQjhIDfR0DTwTH49rTVu4y2vuXTe3frgw7HvmG1PofDY38OKOGKl2K3H5FnHwVBEEYCVVWYnJnAucfPh6zZAHx4mY13b17BP48r44SaZwBwXPIXps6YF7GIgo55VQ0PXPpXUFTY/ARseKzP+yiKwq8umE2Cy05VWQ2f7q+NyLGvO67JkwHw7duPrg0uMHkkOWqE1AMPPEBBQQFut5uFCxfywQcfjPQuCYJwNGMG8joHZ38e0nTe22PYnq+Y1vd81GFx7OPw2J8b6zeElFSjBEEQBonp3rdvNdTshRe/a/x9wvdh+jlRr04NR1FoLS1QcBKccrtxw6s3Q9mmPu+Xnezmp6dPwh3y8+b2CiqIPjDeOX48isuJ1tZGoKw86vuPNEeFkHr66ae58cYbue2229i4cSPLli3jrLPO4tChQyO9a4IgHK0MMUdqc0kDda1+Et12Fk5I7XM5y7EvaXgrUrppf24bxhkpsGawJENKEARhkExcYfze944xz+RvgQknwil3DGp1tvCJrVBzi3HFCT+AqWdCyAfPfAXa6/u872VTk5mQ5qEJO3f8dze6rke1bcVmwzVxIgC+wr2D2v+R5KiYkbrnnnu4+uqr+eY3vwnAvffeyxtvvMGDDz7IXXfdFfF6/H4/fr9/uHYzIqqbfaTHO1HVAULZBEEYMfxeL6Gg8Vnh1x0wiM+Nt7aWoIcCnFCQgR4K4g/1vlxRXRFaUGOsa+ywfj75vT5CwSD+UAh9GLcT0DVCwSCqyzXin7eCIAhHJGMXge6AemOGlvgsOP8hCGkQiv5zNeh04g8GCTbU4zI/l8/5E5SdCrVF8Oy34bJ/9tr67aur5Zw5WWz4tJrPtpfy/PoxnDs3J7odyM3Dv20brYdKaD5URkZ2RtSPIdZE+v2k6NFKx1GG3+/H4/Hw7LPPctFFF1nXf//732fTpk289957Pe7j8/nw+XzW301NTeTl5fHTn/4Ulyv6smQsWfXG/eYctiAIoxRN0yktM+zPx42LRx0ojb4X9PCPEv7peznjA+GYrIUkOofR5S78ueOaWIDqGT5TC9++fWjtXhzjcrCn9l2JEwRBEPph0xPQcBBQYf4VkDL4rgU9GMS7azcA7pkzOoLZmytgwz9BD9LXt1WgTSXoVbG5NexxIVBAQen3e63LtsO//c0qoYBKW2I6Gad/bdCPJVb4fD5++9vf0tjYSFI/s19HfGtfTU0NoVCIrKysLtdnZWVRUVHR633uuusukpOTrZ+8vOGdPYiUQEizDq7kR37kZzT/dHxF6Drog/hnrMX43f9y4La5ibd7hvdBYcwvKcN8Mkn1eFBUBTVeMqQEQRAGTfYcQIXJpw5JRIExG6uE7dC7dCQkZsO0M0G1Y3xRaD1+9BCAjmrTUBUdFR2ll+X6+lHCP3Z3CAWdoDc4pMdyuDniK1JlZWWMGzeOjz/+mKVLl1rX/+Y3v+Gf//wnu3bt6nGfvipS1dXV/arOw0H5oc3sqWxkR2kD28ub2VPRjDfYtecn2e1g5rhkZo9NZOa4JHJTPFFof9B0nUBIw6Yq2IfZoUsQjkYCgQDPv/QGOOO56JILcTgid0cCeG1rBf+7ajfTshJ44MsLB1w+2ZWMwxbdNgaD4nQO/4wUoIdCh2U7giAIRzVBP9gHG8DRlaa33iJU30D80qU4c8d1vdHXDP7WXu/X+MbbaO1eEpctZUe7yrWPb0DX4U9fnM/i/DRjN0MaW0ob+XBPDR8WVlPc4O2yjqlZCSyblMEJmXamz5qM4kmLyWMaCk1NTYwZM2bAitQRPyOVkZGBzWbrUX2qqqrqUaUycblcvbbwOZ1OnM7YvCEHy4TJi5kwGU4P/+0PamwtbeCTfbV8ur+OdQfrqAho7C6C54sA2slICDE9O4mgpuEPagRCOv6ghj+kdfkdCP8OhnsH4502rlw6gW8vm0h6wsi2NArCkcZNM04c9H03vN2Az5bFinlTyB3bd3q8IAiCIPRJDI9Z41JT8Te3YA/4ex4LO9OB9B730f1+7LZ4SIgnLn8mi5xOzjqg8s9PD3LrO/X8cGUm7+ysZPXuahrbwwZNJOJ0JrN0Ujqnzcjk1BlZ5PSRoziSRKoHjngh5XQ6WbhwIatWreoyI7Vq1SouuOCCEdyz2OC0qyyckMbCCWl89xRDWG0pCQurA7WsK6qnpsXPh4U1Ua+71R/iL+/t55+fHOQrS/P59kkTSYuP3X9KTdP5ZH8tuyuamT8+hbnjkq0kbUH4vOIPanyw1/j/umJ637bngiAIgnC4MCMptJaWiO8Tamoy7uuJQwkLjx+fOY1VOyo5WNvG957caC2b6nGwYnomp8/IYtnUMSS4jngJAhwFQgrgpptu4qqrrmLRokUsXbqUhx9+mEOHDnHttdeO9K7FHKddZVF+Govy07iBKfiCITYXN1JS34bDpuK0qzjN33bVuC78t8v8O3zbmgO13PvWXraUNPLQe/t47JMivnp8Pt9aNjRBVVLfxnPrS3h2XQmlDe3W9YluO8dPSufEKWM4aUoGE9JlRkIYecoa2vnpf7YS77Rx2zkzyE0dPqMFgHUH62jxBUmPdzJ3XPKwbksQBEEQIkG1LNCbI76PKaQ6B/Emuh389pI5fPux9eSmxXH6jCxOm5nFMeNTsR2FjtRHhZC6/PLLqa2t5X/+538oLy9n9uzZvPrqq0yYMGGkd23YcdltLClIY0lB9P2kp0zPYsW0TN7ZVcW9b+1la2kjD767j8c+NgTVN6MQVN5AiDe2V/DsuhI+2leDOXmX6LazYHwqmw7V0+QN8sb2St7YXglAXlocJ04ew7IpGRw/KZ0Uz8Db0nWd6mYfhdUt7KtuZV9VC/uqW9hf3Uplk5fMRBfjUuMYlxIX/u2x/s5NjcPtkLkMoYMNh+r59mPrqWkxZibf21PNzWdM4ytL8/v9wPf7/dx7770A3HjjjVG1BL+72wjhPXnaGIk5EARBEEYFNqsi1fssVG+EGhqN+yZ3PSm4fFomu3515ufiO+6oEFIA1113Hdddd91I78YRh6IonDoji1OmZ/L2zirufXsP20qbeODdffzj444KVWovgkrXdbaVNvHMumJe3FRKUyenlRMmp3PZojzOmJWN22EjpOlsLW3kw73VfLC3hg2H6imua+fJNYd4cs0hFAXmjkvmxCkZnDh5DHNykylvaGdfN8G0r7qVFl/fji5ljV7KGr2spb7X29PjnR1CKyWOvDQPs8clMysn6agSWf6gRpM3QLM3SFN7oMflpvYgzd4ATd4gLb4gOcluZuYkMXNsMlOzE3DZj57noi/+vb6EW/6zFX9IY3p2IkluB2uK6vjlyzt4aXMZv79kLlOy+rYbb2trG9R239lVBcAp0tYnCIIgjBKs1r62VnRN67BA74dQkyGk1KSe3RWfBxEFR5GQEoaGoiicNjOLU2dk8tbOKu59aw/byzoE1ddOyOebJxqCqq7VzwsbS3lmXTG7KjpKwONS4rh0YS6XLswlL61re5RNVZifl8L8vBS+e8oUWn1BPjtQywd7a/hwbw17q1rYXNLI5pJG7l+9r999VRWYkB7PpDHxTBqTwMTw7+xkN9XNPkob2imtb6ekvt26XNrQTosvSG2rn9pWP1tKGrus02FTmDk2ifl5KSwYn8r8vBQmpHtQBpEP1Jkmb4BDtW1UNHpx2FXinTbiXXbinXY8LhvxTjtuhzrgdnRdp6k9SHWLl6pmHzUtfqqbfVQ3+6hp6fhd0+KjsT2AN6ANep/tqsLkzARmjk0KiyvjdyQVQxNvIERVk4/KZi+VTV6qmnxUNfvQdb1H+2nnv13W3zbr78mZCcTHsJc6pOn8/o1d/OW9/QCcPjOLey+fT5zDxhNrDvHb13ax8VADZ//pA65fMZnrlk/GaY/NbF9xXRuFVS3YVIVlU8bEZJ2CIAiCMFTUuDgUuw09GEJrbcWWOHBuoWa29iWPrOP1SHLE25/HgqamJpKTkwe0OPw8oes6q3ZUcu9be9lRbvxHSXDZOWZCKp/sqyEQMt42TrvKmbOyuWxRHsdPSh/0GYiKRi8f7K3mw8IaPiqsoabFT4LLbomlSZkJ1uXx6Z6oKyamEClpaLOEVUl9O0U1rWwuaaCmpWeCdarH0UVYzctLITmuqwV1IKRR3uDlUF2b9VNc30Zx+HJDW6DHerujKBjCKiyyPE5DYLkcKk3tgbBI8uMPRS+OEl12Et12kuIcJLkdJMXZSXQ7SOp0XZzTxsHaVnaUN7G9rKnPfR6XEseMsKiakZ2IpmOIpGYfVU1eKpsNwVTZ5O1SnRwqKR4HN5wyhSuPGz/kSlmzN8D3n9pkVYW+u2IyN50+tcv7tryxnduf38bb4WWmZiXwu0vmsmB8R3is3+/nzjvvBODWW2+NuLXvsU+KuOPF7SwpSOOZa5YOfAdBEARBOEw0vf4GocZGEpadiCMnp99lNb+fxudfACDl4otQoowBGe1Eqg1ESCFCqj90XefNsKDaGRZUAHNzk/nCwlzOnzeOZE9s//Nomk5je4AUj2PIFaFI0HWdkvp2NhY3sPFQPZuKG9he2tSrcJk0Jp7pY5Oob/VzqK6N8kYvIa3//0Lp8U5yUuIIaTpt/iCt/hCtviBt/lC/9+uNJLedMYkuxiS6yEjo+ntMgnE5xWMIpAS3PerBTl3XKW/0sqOsKSysGtlR3kRxXfvAd+6G26GSleQmM9FFZvi3XVUsS35fMGzP39mqv9vlhvYAda2GyM1NjePmM6Zx3tycQQn2Q7VtXP2PteytasFlV/n9pXO5YP64XpfVdZ2Xt5Tzy5e2U9vqR1Hg68cX8KMzpuJx2gclpNr9Ib752Fo+KqzlJ2dO5zvLxfZcEARBGD20fPQRgZJS4hbMxz11ar/LBquraX5nNarHQ/J55x6mPTx8RKoNpLVP6BdFUThjVjanz8jirZ2V7K1qYcW0TGbmDJ/gVFWl15ms4UJRFPLSPOSleTh/nnEGxhcMsbO8mU2H6tlY3MCm4gYO1rYZ81rVXQcxXXaVvDQP48M/ualxxuV0D3mpnj7b0jRNpz0QotUfpM0X/t1JZLX7QyTHOQyxlOgiI8E57LNLiqKQkxJHTkocp83syGFrbA+wK1yx2lHexO6KZlz2sFBKcpGZ6CYryUVWkvF7TKKbJLd9yEI4GNJ4bn0J96zaQ0l9O99/ahOPfLCfW86awQmTMyJezyf7avnO4+tpaAuQleTi4asWMS8vpc/lFUXh/Hk5LJucwa9e2cF/Npbyt48O8OaOCu68aA7H5ffvtqfrOkW1bWw8VM/GQw1sLK5nZ3mzJbpXTJe2PkEQBGF0YUtIIEBkhhMhaesDpCIFSEVKiIzaFh+bSxrYW9nCmESXJZwyElyfm6HKkaLNH+RvHx7goff2W2YjJ00dw0/PnD6gqH/8s4P8/MXtBDWdebnJPPyVRWQluaPa/ru7q7jt+W2Wnf+Fc7Nwb38Rt8PGrbfeildT2FzcYIimsPjurUUyM9HFefNyuP2cGYel2ioIgiAIkeLbv5+2tetw5IwlYdmyfpdt27AR3969uKdNJW7+/MOzg4cRae2LAhFSgnBkUNvi48/vFPL4ZwcJhHQUBS5aMI4frpzGuG7J6IGQxq9e2cFjnxwE4Px5Ofz+0rmDdmds9QW5+43d/OOTIrRgEPasZmpWItqU5eyv89L9k9RpV5kzLpkF4Tm7BeNTGJvsFgElCIIgjEoClVW0vPsutsQEks4+u99lm1evJlhVjWfxYlwTCw7THh4+REhFgQgpQTiyOFjbyt1v7OaVLeWAIVq+dnw+1y+fTLLHQUObn+uf2MBHhbUA3HzGNK5bPikmImb9wXp++u8t7K3qmv4+Ps3DgvEplnCaMTYpZm5/giAIgjDcaK2tNL7yX1AVUi65pF8L9MYXX0Tz+kg87VTs6emHcS8PDyKkokCElCAcmWwubuC3r+3ik/2GYEqOc/CNEwp4fmMJRbVteJw27r18PitnZcd0u75giKfWFFPd7DNs/cenkJHgiuk2BEEQBOFwous6jf/+N3pII+mcc7AlxPe6nObz0fjCi8DR6dgHYjYhCMLngHl5KTzxrWN5d081v3ttF7sqmvnjW3sAw+Xv/311EdOzY39yxGW38dXj82O+XkEQBEEYKRRFQY2PJ9TUjNba0qeQCjWGg3g9nqNSREWDCClBEI5oFEVhxbRMTpoyhv9sKOH+1YWMT4/nj5fNI32YqkSBQID7778fgOuvvx7H5/yLRBAEQTg6UBMSDSHV3AxZWb0uYwXxpvTvYPt5QISUIAhHBTZV4QuL8vjCorxh35au6zQ0NFiXBUEQBOFoQA1XobSWlj6XsazPZRwGmYQWBEEQBEEQBAFbQgIAoX6ypKzWPhFSIqQEQRAEQRAEQQA1MREAraW5z2Ws1r5kae0TISUIgiAIgiAIAmq4IqW1tvbauq75fGheHyCtfSBCShAEQRAEQRAEDCc+FNCDIfT29h63W2198fEodrFaECElCIIgCIIgCAKKqqLGG4YToV4MJzra+qQaBSKkBEEQokZRFMaMGcOYMWNQFGWkd0cQBEEQYoZpONGbc59ZkZL5KAOpyQmCIESJw+Hg+uuvH+ndEARBEISYoyYmQkVlH0KqqWMZQSpSgiAIgiAIgiAYqPH9VKSawhWplJTDuUujFhFSgiAIgiAIgiAAYEvofUZK83rRfX5jGalIAdLaJwiCEDWBQICHH34YgG9/+9s4HI4R3iNBEARBiA1WllRzVyFltfUliGOfiTwLgiAIUaLrOtXV1dZlQRAEQThaMF379GAQzetFdbsB0My2viQxmjCR1j5BEARBEARBEABQbDYjT4quc1IhsT7vgQgpQRAEQRAEQRAs1PCcVBchZVqfJ4mQMhEhJQiCIAiCIAiChZklFWruLKTCM1KSIWUhQkoQBEEQBEEQBAvLcKLVEFJaezu63w+KOPZ1RoSUIAiCIAiCIAgWakLXLClzPkqNF8e+zsgzIQiCECWKopASDiNUFGVkd0YQBEEQYozV2mcKKXM+KjllpHZpVCJCShAEIUocDgc33njjSO+GIAiCIAwLZkVK9/nR/H40cezrFWntEwRBEARBEATBQrHbUePC+VEtLR3W5+LY1wURUoIgCIIgCIIgdMGak2pu7nDsEyHVBRFSgiAIURIIBHj44Yd5+OGHCQQCI707giAIghBz1HhDSAVrazsc+0RIdUFmpARBEKJE13XKysqsy4IgCIJwtGFLNIRUoLTU+DshAcVmG8ldGnVIRUoQBEEQBEEQhC5YrX1t7cbfSRLE2x0RUoIgCIIgCIIgdMEUUibi2NcTEVKCIAiCIAiCIHShh5CS+ageiJASBEEQBEEQBKELqtOJ4nJaf9uSpbWvOyKkBEEQBEEQBEHogc2sSimgJiaO7M6MQkRICYIgDAKPx4PH4xnp3RAEQRCEYcNs77MlJopjXy+I/bkgCEKUOJ1OfvzjH4/0bgiCIAjCsKImGFUoCeLtHRFSgiAIgiAIgiD0wJmfT6ixAfe0aSO9K6MSEVKCIAiCIAiCIPTAlhBPwgknjPRujFpESAmCIERJIBDg8ccfB+DLX/4yDodjhPdIEARBEITDjQgpQRCEKNF1naKiIuuyIAiCIAifP8S1TxAEQRAEQRAEIUpESAmCIAiCIAiCIESJCClBEARBEARBEIQoESElCIIgCIIgCIIQJSKkBEEQBEEQBEEQokRc+wRBEAaBWJ4LgiAIwucbRRfvXpqamkhOTqaxsZGkpKSR3h1BEARBEARBEEaISLWBtPYJgiAIgiAIgiBEiQgpQRAEQRAEQRCEKJEZKUEQhCgJBoM8/fTTAFx++eXY7fJRKgiCIAifN+TbXxAEIUo0TWPv3r3WZUEQBEEQPn9Ia58gCIIgCIIgCEKUiJASBEEQBEEQBEGIEhFSgiAIgiAIgiAIUSJCShAEQRAEQRAEIUpESAmCIAiCIAiCIESJuPYBuq4DRoqxIAjCQPj9fnw+H2B8bjidzhHeI0EQBEEQYoWpCUyN0BeKPtASnwNKSkrIy8sb6d0QBEEQBEEQBGGUUFxcTG5ubp+3i5DCyIEpKysjMTERRVFGeneEQdDU1EReXh7FxcUkJSWN9O4InwPkPSccbuQ9JxxO5P0mHG5G03tO13Wam5vJyclBVfuehJLWPkBV1X7VpnDkkJSUNOL/+YTPF/KeEw438p4TDifyfhMON6PlPZecnDzgMmI2IQiCIAiCIAiCECUipARBEARBEARBEKJEhJRwVOByufj5z3+Oy+Ua6V0RPifIe0443Mh7TjicyPtNONwcie85MZsQBEEQBEEQBEGIEqlICYIgCIIgCIIgRIkIKUEQBEEQBEEQhCgRISUIgiAIgiAIghAlIqQEQRAEQRAEQRCiRISUcNRRVFTE1VdfTUFBAXFxcUyaNImf//zn+P3+kd414SjhgQceoKCgALfbzcKFC/nggw9GepeEo5S77rqLxYsXk5iYSGZmJhdeeCG7d+8e6d0SPifcddddKIrCjTfeONK7IhzFlJaWcuWVV5Keno7H42H+/PmsX79+pHcrIkRICUcdu3btQtM0/vKXv7B9+3b++Mc/8tBDD3HrrbeO9K4JRwFPP/00N954I7fddhsbN25k2bJlnHXWWRw6dGikd004Cnnvvfe4/vrr+fTTT1m1ahXBYJCVK1fS2to60rsmHOWsXbuWhx9+mLlz5470rghHMfX19Zxwwgk4HA5ee+01duzYwR/+8AdSUlJGetciQuzPhc8Fd999Nw8++CD79+8f6V0RjnCOPfZYjjnmGB588EHruhkzZnDhhRdy1113jeCeCZ8HqquryczM5L333uOkk04a6d0RjlJaWlo45phjeOCBB/j1r3/N/Pnzuffee0d6t4SjkJ/+9Kd89NFHR2xnh1SkhM8FjY2NpKWljfRuCEc4fr+f9evXs3Llyi7Xr1y5ko8//niE9kr4PNHY2Aggn2fCsHL99ddzzjnncNppp430rghHOS+99BKLFi3iC1/4ApmZmSxYsIBHHnlkpHcrYkRICUc9+/bt489//jPXXnvtSO+KcIRTU1NDKBQiKyury/VZWVlUVFSM0F4Jnxd0Xeemm27ixBNPZPbs2SO9O8JRylNPPcWGDRukwi4cFvbv38+DDz7IlClTeOONN7j22mv53ve+x2OPPTbSuxYRIqSEI4Zf/OIXKIrS78+6deu63Of/t3f3MVWWfRzAvzdvHj0eQQEBiTdT4IDUeJui401lHl2FVooBCRZYpoAJRraFCAWtPI0VaWHboaFoLiTNWMBGjEpHChpsMYuUUnGDhOYaE/Wc6/nDdc/bAz4csec84vezsXG93Nf9uw9/4M/fdV/09vZCp9Nh9erVyMjIsFLkNNFIkqRoCyHM+ojut82bN6OjowMHDhywdig0QV24cAE5OTnYt28fVCqVtcOhh4DJZEJYWBhKSkoQGhqKl156CZmZmYrt8//P7KwdANFYbd68GWvXrr3rHF9fX/n73t5exMfHIyoqChUVFf9ydPQwcHFxga2trVn1qa+vz6xKRXQ/ZWVl4ejRo2hpacEjjzxi7XBogmpra0NfXx/Cw8PlPqPRiJaWFpSXl2N4eBi2trZWjJAmGg8PDwQFBSn6tFotampqrBSRZZhI0QPDxcUFLi4uY5p76dIlxMfHIzw8HAaDATY2LL7S+Dk4OCA8PByNjY1YtWqV3N/Y2IjExEQrRkYTlRACWVlZqK2tRXNzM/z8/KwdEk1gS5YsQWdnp6Jv/fr1CAwMRH5+PpMouu8WLVpk9icdfvnlF/j4+FgpIsswkaIJp7e3F3FxcfD29sauXbvQ398vj7m7u1sxMpoItm7diueffx4RERFytfOPP/7gO3j0r9i0aROqq6tx5MgRaDQauRrq6OiIyZMnWzk6mmg0Go3Z+3dqtRrOzs58L4/+Fa+++ioWLlyIkpISrFmzBj/++CMqKioemJ1ETKRowmloaEB3dze6u7vNtsDwtH8ar6SkJFy5cgVFRUW4fPky5s2bh7q6ugfmf8/owfLPewJxcXGKfoPBgPT09P99QERE91FkZCRqa2uxfft2FBUVwc/PD2VlZUhJSbF2aGPCvyNFRERERERkIb44QkREREREZCEmUkRERERERBZiIkVERERERGQhJlJEREREREQWYiJFRERERERkISZSREREREREFmIiRUREREREZCEmUkRERERERBZiIkVERA+FuLg4bNmyxdphEBHRBCEJIYS1gyAiov8/6enp+Ouvv/Dll18q+pubmxEfH4/BwUE4OTlZJbZ7MTAwAHt7e2g0GmuHYnWj/WyJiGjs7KwdABER0Uhu3LgBe3v7+7bejBkz7ttaRERE3NpHRETjVlNTg+DgYEyaNAm+vr7Q6/WKcUmSzKofTk5OqKysBAD09PRAkiQcOnQIcXFxUKlU2LdvH37//Xc8+eSTmD59OtRqNYKDg1FXVzdqHLt378bcuXOhUqng5uaGZ599Vh67c2ufr68vSkpK8MILL0Cj0cDb2xsVFRWK9S5evIi1a9dixowZUKvViIiIQGtrqzz+1VdfITw8HCqVCrNnz8bOnTtx8+bNu35WBoMBWq0WKpUKgYGB2L17tzwWFRWF119/XTG/v78f9vb2+PbbbwEA169fx2uvvQZPT0+o1WrMnz8fzc3N8vzKyko4OTmhvr4eWq0WU6dOhU6nw+XLlwEAhYWF+Oyzz3DkyBFIkgRJkhTXExHR2LAiRURE49LW1oY1a9agsLAQSUlJOH78OF555RU4OzsjPT3dorXy8/Oh1+thMBgwadIkbNiwAdevX0dLSwvUajV+/vlnTJ06dcRrT506hezsbFRVVWHhwoUYGBjAd999d9f76fV6FBcX44033sAXX3yBjRs3IiYmBoGBgfj7778RGxsLT09PHD16FO7u7mhvb4fJZAIA1NfXIzU1FR988AGio6Px22+/YcOGDQCAHTt2jHi/vXv3YseOHSgvL0doaChOnz6NzMxMqNVqpKWlISUlBe+99x5KS0shSRIA4PPPP4ebmxtiY2MBAOvXr0dPTw8OHjyIWbNmoba2FjqdDp2dnZg7dy4AYGhoCLt27UJVVRVsbGyQmpqKvLw87N+/H3l5eejq6sLVq1dhMBgAsFpHRHRPBBER0QjS0tKEra2tUKvVii+VSiUAiMHBQSGEEMnJySIhIUFx7bZt20RQUJDcBiBqa2sVcxwdHYXBYBBCCHH+/HkBQJSVlSnmhISEiMLCwjHFW1NTI6ZNmyauXr064nhsbKzIycmR2z4+PiI1NVVum0wmMXPmTLFnzx4hhBCffPKJ0Gg04sqVKyOuFx0dLUpKShR9VVVVwsPDY9QYvby8RHV1taKvuLhYREVFCSGE6OvrE3Z2dqKlpUUej4qKEtu2bRNCCNHd3S0kSRKXLl1SrLFkyRKxfft2IYQQBoNBABDd3d3y+EcffSTc3NzkdlpamkhMTBw1TiIi+u9YkSIiolHFx8djz549ir7W1lakpqbK7a6uLiQmJirmLFq0CGVlZTAajbC1tR3z/SIiIhTt7OxsbNy4EQ0NDVi6dCmeeeYZPPbYYyNem5CQAB8fH8yePRs6nQ46nQ6rVq3ClClTRr3f7WtJkgR3d3f09fUBAM6cOYPQ0NBRqzVtbW04efIk3n77bbnPaDTi2rVrGBoaMrtvf38/Lly4gBdffBGZmZly/82bN+Ho6AgAcHV1RUJCAvbv34/o6GicP38eJ06ckH8G7e3tEELA399fsfbw8DCcnZ3l9pQpU/Doo4/KbQ8PD/m5iIjo/mAiRUREo1Kr1ZgzZ46i7+LFi4q2EELehnZ73+0kSTLru3Hjxoj3u11GRgaWLVuGr7/+Gg0NDSgtLYVer0dWVpbZtRqNBu3t7WhubkZDQwMKCgpQWFiIkydPjnq64J2HWUiSJG/dmzx58ojX/MNkMmHnzp14+umnzcZUKtWI84Fb2/vmz5+vGLs92UxJSUFOTg4+/PBDVFdXIzg4GI8//ri8hq2tLdra2swS1Nu3PI70XHd+/kREND48bIKIiMYlKCgI33//vaLv+PHj8Pf3l/+x7+rqKh92AAC//vorhoaGxrS+l5cXXn75ZRw+fBi5ubnYu3fvqHPt7OywdOlSvPvuu+jo6EBPTw+ampru4aluVavOnDmDgYGBEcfDwsJw9uxZzJkzx+zLxsb816ubmxs8PT1x7tw5s/l+fn7yvJUrV+LatWv45ptvUF1draj+hYaGwmg0oq+vz2wNd3f3MT+bg4MDjEajBZ8GERHdiRUpIiIal9zcXERGRqK4uBhJSUk4ceIEysvLFafRLV68GOXl5ViwYAFMJhPy8/PHdLT5li1bsHz5cvj7+2NwcBBNTU3QarUjzj127BjOnTuHmJgYTJ8+HXV1dTCZTAgICLin53ruuedQUlKClStXorS0FB4eHjh9+jRmzZqFqKgoFBQU4IknnoCXlxdWr14NGxsbdHR0oLOzE2+99daIaxYWFiI7OxvTpk3D8uXLMTw8jFOnTmFwcBBbt24FcKsql5iYiDfffBNdXV1ITk6Wr/f390dKSgrWrVsHvV6P0NBQ/Pnnn2hqakJISAhWrFgxpmfz9fVFfX09zp49C2dnZzg6Ot7Xo+aJiB4GrEgREdG4hIWF4dChQzh48CDmzZuHgoICFBUVKU7s0+v18PLyQkxMDJKTk5GXl3fXd5f+YTQasWnTJmi1Wuh0OgQEBCgStNs5OTnh8OHDWLx4MbRaLT7++GMcOHAAwcHB9/RcDg4OaGhowMyZM7FixQqEhITgnXfekatsy5Ytw7Fjx9DY2IjIyEgsWLAA77//Pnx8fEZdMyMjA59++ikqKysREhKC2NhYVFZWKipSwK3tfT/99BOio6Ph7e2tGDMYDFi3bh1yc3MREBCAp556Cq2trfDy8hrzs2VmZiIgIAARERFwdXXFDz/8YMEnQ0REACAJbpomIiIiIiKyCCtSREREREREFmIiRUREREREZCEmUkRERERERBZiIkVERERERGQhJlJEREREREQWYiJFRERERERkISZSREREREREFmIiRUREREREZCEmUkRERERERBZiIkVERERERGQhJlJEREREREQW+g/xx8knYRS+hAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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wgOeeew6gxGuvijvvvJO///3vnH/++Xz++ef8/PPPLFiwgGOOOabEtcP5fgmaMWMGu3bt4sYbbyQtLS2sxwSf69AfnIOcTidDhgzhkUce4euvv2bLli0MGDCAL774gqlTpwIwf/58Bg8eDMArr7zCjz/+yIIFC7jvvvtKPEdQenp6qedxu90lzgv3+64s4b63QcHXXt0/08WLFzNo0CA6derEV199VaoFOT09vcx/L4JtlYd+P0fq66+/5oILLmDQoEG88847JRKm7777rtTft+B4+qrGNWnSJIAy2ww7dOhQ4rkimbAoIrVDa7xEpEZ07dqV448/vsz70tPT8fl87Nmzp0TyZZomO3fu5IQTTojouRo3blxiwX1ZGjVqRHx8fKmBA8XvL8+yZctYunQpkydP5pprrgkdD65bC2rYsCF2u73SWN5++20GDBjACy+8UOJ4Tk5Oia/T09OZP39+qccfOlwjGPu9997LBRdcUOZzHroGpzo6duzIWWedxXPPPcdZZ53FZ599xgMPPIDdbq/wcZ9++im5ubl8/PHHJSpHS5YsiUpcb7/9NldffTUTJkwocfyPP/4okTSF8/0SdPfdd7Nu3TquvvpqfD4fV199daWPCf55hDOEAaw/59GjR/Ptt9+ybNkyhg4dynvvvYfT6eSLL74okcB9+umnYV2zLOF+35X32HDe26Dga6/o71VlFi9ezMCBA2nTpg3Tp08nNTW11Dk9evTg3XffxefzlVhPFRz60b179yo//9dff835559P//79+eijj0K/nAjq3bs3CxYsKHEsIyOjynF5PB7eeustevfuTa9evUrd//nnn4cG9BR/LhE5fKniJSK17owzzgCsH+aK++ijj8jNzQ3dH66zzjqL2bNnl2qnK+6cc85h3bp1pKenc/zxx5f6KG/DUTjYFnTob9tfeumlEl/Hx8fTv39/PvzwwworaIZhlLrWr7/+WmKjXYDTTjuNnJwcPvvssxLHD90HqEuXLnTq1ImlS5eW+dqOP/54kpOTy42nKkaNGsWvv/7KNddcg91uL3N/pUOV9T6apskrr7xS6txDqzXFj0PZlZSy3tcvv/yyVLvbWWedxZo1a0ItrxWx2Wy89NJLjBo1imuvvbZU0lKWNm3aEB8fz7p160oc93q95VZzg+16wR+mg5uPF09m8/Pzeeuttyp9/vKE+30X7mPLem+D1q9fj81mq3LCv2TJEgYOHEjLli2ZMWMGDRo0KPO8P//5zxw4cICPPvqoxPE33niDjIwM+vTpU6Xnnz59Oueffz79+vXj008/LXPYT3Jycqm/Z8HkrCpxffbZZ/zxxx/ccMMNZcbUo0ePEs+lxEvk8KeKl4jUukGDBjFkyBDuuecesrOzOfnkk0NTDY899liuuuqqiK734IMPMnXqVE499VTGjRtHjx49yMzMZNq0adx5550cddRRjB49mo8++ohTTz2VO+64g549exIIBNi8eTPTp0/nrrvuKveHtKOOOooOHTrwf//3f5imScOGDfn888+ZMWNGqXODkw779OnD//3f/9GxY0d27drFZ599xksvvRRa8/bQQw9x//33079/f1avXs2DDz5Iu3btSqwTufrqq3nqqae4+uqreeSRR0LtVl9//XWp533ppZc466yzGDJkCNdeey0tWrRg3759rFy5kkWLFvHhhx9G9J5WZtCgQXTr1o3Zs2dz5ZVXhjXpbdCgQbhcLi677DLGjh1LQUEBL7zwAvv37y91bo8ePfj444954YUX6N27NzabLZRAtmnThv/973+cccYZNGzYkEaNGoVGqk+ePJmjjjqKnj17snDhQh5//PFSbYWjR4/m/fff57zzzuP//u//OPHEE8nPz+e7777jnHPO4bTTTisVz7///W+Sk5MZOXIkBw4c4O677y73dbpcLvr27RtqRQ3Kysqibdu2XHzxxQwcOJBWrVpx4MABvv32W5555hm6du0aqlieffbZPPnkk1x++eXcfPPN7N27lyeeeCKiaZ+HCvf7rrzHhvPeBv3000/06tWrRML07bffctppp3H//feX2g6iuNWrV4fW3z3yyCP8/vvv/P7776H7O3ToEKqUn3XWWQwaNIhbbrmF7OxsOnbsyLvvvsu0adN4++23SySue/bs4bvvvgMOVp6mTp1K48aNady4Mf379wdgzpw5nH/++TRr1oxx48aVqsh269aNlJSUCt+vSOIKmjRpEvHx8aXWcIZjxYoVrFixArAq4nl5efz3v/8NxdutW7fQuVOnTiU3NzdU6VyxYkXo3KFDh5KQkBDx84tIOWpzsoeI1H/lbaB8qPz8fPOee+4x27RpYzqdTrN58+bmLbfcYu7fv7/EeeFMNTRN09yyZYt5/fXXm82aNTOdTqeZkZFhDh8+3Ny1a1fonAMHDph/+9vfzC5dupgul8tMTU01e/ToYd5xxx3mzp07K4x3xYoV5qBBg8zk5GSzQYMG5sUXX2xu3ry5zFhWrFhhXnzxxWZ6errpcrnM1q1bm9dee21o49XCwkJzzJgxZosWLcy4uDjzuOOOMz/99FPzmmuuKTWNbOvWreaFF15oJiUlmcnJyeaFF15ozp07t8wNbpcuXWoOHz7cbNKkiel0Os1mzZqZp59+uvniiy+Gzinvz+f+++83AXPPnj0ljl9zzTVmYmJime/J+PHjQxMsw/X555+bxxxzjBkXF2e2aNHCvPvuu82pU6eagDl79uzQefv27TMvuugiMy0tzTQMwyz+39fMmTPNY4891nS73SZgXnPNNaZpmub+/fvNG264wWzSpImZkJBg9uvXz/zhhx/K/B7av3+/OWrUKLN169am0+k0mzRpYp599tnmqlWrTNMsfwPl4DS8f/zjHxW+zkmTJpl2u93cvn176FhhYaH5xBNPmGeddZbZunVr0+12m3FxcWbXrl3NsWPHmnv37i1xjddee83s0qWL6Xa7zfbt25uPPvqoOWnSpFLT+Nq0aWOeffbZpWI49HVH8n13qEje25ycHDMhIcH897//XeL4559/bgIlvh/LEvweLe/j0O/7nJwc8/bbbzebNWtmulwus2fPnua7775b6rqzZ88u95rFX0Pw70J5H8W/TysSblymaZqbN282bTZbuZtrV6aimA/996lNmzblnhvulEcRCY9hmodsziEiIlIFxx9/PIZhlFrnItYG4a1bt+auu+7innvuqe1watSkSZMYNWoUW7ZsKVHxGjt2LO+++y6///57uYNHRETqE63xEhGRKsvOzmbu3LmMGzeOhQsXhqbsSUlxcXE88MADPPnkk6Gx+0cCn8/Hv/71L+69995S67Jmz57N3//+dyVdInLE0BovERGpskWLFnHaaaeRnp7O/fffz/nnn1/bIR22br75ZjIzM1m/fj09evSo7XBqxJYtW7jyyiu56667St2nyqiIHGnUaigiIiIiIhJjajUUERERERGJMSVeIiIiIiIiMabES0REREREJMY0XKMKAoEA27dvJzk5GcMwajscERERERGpJaZpkpOTQ0ZGBjZb+XUtJV5VsH37dlq1alXbYYiIiIiIyGFiy5YttGzZstz7lXhVQXJyMmC9uSkpKbUcjYgc7vx+P4sXLwbg2GOPxW6313JEIiIiEi3Z2dm0atUqlCOUR4lXFQTbC1NSUpR4iUilPB4P33//PQD9+vXD5XLVckQiIiISbZUtQdJwDRERERERkRhT4iUiIiIiIhJjSrxERERERERiTGu8RERERESkBNM08fl8+P3+2g6l1tntdhwOR7W3kVLiJSIiIiIiIR6Phx07dpCXl1fboRw2EhISaN68ebUGZCnxEhERERERAAKBABs2bMBut5ORkYHL5ap2pacuM00Tj8fDnj172LBhA506dapwk+SKKPESEYkxh8PB5ZdfHrotIiJyuPJ4PAQCAVq1akVCQkJth3NYiI+Px+l0smnTJjweD3FxcVW6jn4CEBGJMZvNRufOnWs7DBERkbBVtapTX0Xj/dA7KiIiIiIiEmOqeImIxJjf7+e3334DoEePHtjt9lqOSERERGqaEi8RkRjz+/18+umnAHTr1k2Jl4iIyBFIrYYiIiIiIlIv7Ny5k1GjRtGxY0fi4uJo2rQp/fr148UXXwyNxy8sLOS2226jUaNGJCYmMmzYMLZu3Rrz2FTxEhERERGROm/9+vWcfPLJpKWlMWHCBHr06IHP52PNmjW89tprZGRkMGzYMEaPHs3nn3/Oe++9R3p6OnfddRfnnHMOCxcujGlXihIvEREREREpl2ma5Hv9Nf688U57RHuIjRw5EofDwS+//EJiYmLoeI8ePbjwwgsxTZOsrCwmTZrEW2+9xcCBAwF4++23adWqFTNnzmTIkCFRfx1BSrxERERERKRc+V4/3f7xdY0/74oHh5DgCi9d2bt3L9OnT2fChAklkq7iDMNg4cKFeL1eBg8eHDqekZFB9+7dmTt3rhIvERERERGR8qxduxbTNOnSpUuJ440aNaKgoACAW2+9lWOOOQaXy0WDBg1KnNe0aVN27twZ0xiVeImIHI5ME7YthCZdwVX2b+5ERERqQrzTzooHY1cJquh5I3Voa+L8+fMJBAJcccUVFBYWlvs40zQjamusCiVeIiIx5nA4uPjii0O3w/L7dJgyHHpfB+c+HbvgREREKmEYRtgtf7WlY8eOGIbBqlWrShxv3749APHx8QA0a9YMj8fD/v37S1S9du/ezUknnRTTGDVOXkQkxmw2G0cffTRHH300NluY/+zu32h9/uP3mMUlIiJSX6SnpzNo0CCeffZZcnNzyz2vd+/eOJ1OZsyYETq2Y8cOli1bpsRLROSI5M23Pufvr904RERE6ojnn38en8/H8ccfz/vvv8/KlStZvXo1b7/9NqtWrcJut5OamsoNN9zAXXfdxTfffMPixYu58sor6dGjR2jKYawc3jVDEZF6IBAIsHLlSgC6du0aXtVLiZeIiEhEOnTowOLFi5kwYQL33nsvW7duxe12061bN8aMGcPIkSMBeOqpp3A4HAwfPpz8/HzOOOMMJk+eHNM9vECJl4hIzPl8Pj788EMAxo0bh8vlqvxB3jzrc0Fm7AITERGpZ5o3b87EiROZOHFiuefExcVVek4sqNVQRORwFKx4efPAW1C7sYiIiEi1KfESETkcBRMvUNVLRESkHlDiJSJyOPIVS7y0zktERKTOU+IlInI48irxEhERqU+UeImIHI6CwzVAiZeIiEg9oMRLRORwpIqXiIhIvaJx8iIiMWa32zn//PNDt8OiipeIiEi9osRLRCTG7HY7vXr1iuxBxUfIK/ESERGp89RqKCJyOCrRaphZa2GIiIhIdKjiJSISY4FAgLVr1wLQsWNHbLYwfuelVkMREZF6RRUvEZEY8/l8TJkyhSlTpuDz+cJ7kIZriIiIRGznzp2MGjWKjh07EhcXR9OmTenXrx8vvvgieXnWLzVffvllBgwYQEpKCoZhkJmZWSOxqeIlInK4MU1toCwiIhKh9evXc/LJJ5OWlsaECRPo0aMHPp+PNWvW8Nprr5GRkcGwYcPIy8vjzDPP5Mwzz+Tee++tsfiUeImIHG58BSW/VuIlIiK1yTRLtsDXFGcCGEbYp48cORKHw8Evv/xCYmJi6HiPHj248MILMU0TgNGjRwPw7bffRjPaSinxEhE53BRvMwQN1xARkdrlzYMJGTX/vOO2gyux8vOAvXv3Mn36dCZMmFAi6SrOiCCJiwWt8RIROdwc+lvFwizwh7k2TERE5Ai0du1aTNOkS5cuJY43atSIpKQkkpKSuOeee2opOosqXiIih5tgxcuZCN5c63ZBFiSm115MIiJy5HImWNWn2njeCB1a1Zo/fz6BQIArrriCwsLCaEVWJUq8REQON8HEKy4FDBt4cqx1Xkq8RESkNhhG2C1/taVjx44YhsGqVatKHG/fvj0A8fHxtRFWCWo1FBGJMbvdztChQxk6dCh2u73yB4QqXvEQ38C6XZAZs/hERETquvT0dAYNGsSzzz5Lbm5ubYdTJlW8RERizG63c+KJJ4b/gOAaL0c8uOyQtVmTDUVERCrx/PPPc/LJJ3P88cczfvx4evbsic1mY8GCBaxatYrevXsD1l5fO3fuZO3atQD89ttvJCcn07p1axo2bBiz+JR4iYgcbopXvIKtHUq8REREKtShQwcWL17MhAkTuPfee9m6dStut5tu3boxZswYRo4cCcCLL77IAw88EHrcqaeeCsDrr7/OtddeG7P4lHiJiMRYIBBg8+bNALRu3RqbrZIu72DFq3iroRIvERGRSjVv3pyJEycyceLEcs8ZP34848ePr7mgimiNl4hIjPl8PiZPnszkyZPx+cIYCx/cQNmZAPFp1m0lXiIiInWaEi8RkcNNWcM1lHiJiIjUaUq8REQON2o1FBERqXeUeImIHG5U8RIREal3lHiJiBxuQhWvBCVeIiIi9YQSLxGRw403OFyjeMUrs9bCERERkepT4iUicrjRGi8REZF6R/t4iYjEmN1uZ9CgQaHblQqu8XIckniZJhhGjKIUERGRWFLiJSISY3a7nZNPPjn8B5Q1XMP0Q2EOxKVEP0ARERGJObUaiogcbooP13DGg91tfa12QxERkTpLiZeISIwFAgG2bdvGtm3bCAQClT/AV2y4Bmidl4iISJh27tzJqFGj6NixI3FxcTRt2pR+/frx4osvkpeXx759+7jtttvo0qULCQkJtG7dmttvv52srKyYx6ZWQxGRGPP5fLzyyisAjBs3DpfLVfEDile8wEq8DuxU4iUiIlKB9evXc/LJJ5OWlsaECRPo0aMHPp+PNWvW8Nprr5GRkUH79u3Zvn07TzzxBN26dWPTpk385S9/Yfv27fz3v/+NaXxKvEREDjehNV5x1mdVvEREpBaZpkm+L7/GnzfeEY8RwVCpkSNH4nA4+OWXX0hMTAwd79GjBxdeeCGmaWIYBh999FHovg4dOvDII49w5ZVX4vP5cDhilx4p8RIROdwUH64BSrxERKRW5fvy6TOlT40/78+X/0xCsPujEnv37mX69OlMmDChRNJVXHlJXFZWFikpKTFNukBrvEREDj+hxKtYqyFAQWathCMiInK4W7t2LaZp0qVLlxLHGzVqRFJSEklJSdxzzz2lHrd3714eeughRowYEfMYVfESETnclKp4pVmfVfESEZFaEO+I5+fLf66V543UoVWt+fPnEwgEuOKKKygsLCxxX3Z2NmeffTbdunXj/vvvr1as4agzFa8XXniBnj17kpKSQkpKCn379mXq1Kmh+03TZPz48WRkZBAfH8+AAQNYvnx5iWsUFhZy22230ahRIxITExk2bBhbt26t6ZciIlI+0zw4XMOhVkMREal9hmGQ4Eyo8Y9I1nd17NgRwzBYtWpViePt27enY8eOxMeXTOJycnI488wzSUpK4pNPPsHpdEblvapInUm8WrZsyT//+U9++eUXfvnlF04//XTOO++8UHL12GOP8eSTT/Lss8+yYMECmjVrxqBBg8jJyQldY/To0XzyySe89957zJkzhwMHDnDOOefg9/tr62WJiJTkKwRM63apNV6ZtRGRiIjIYS89PZ1Bgwbx7LPPkpubW+G52dnZDB48GJfLxWeffUZcXFyNxFhnEq9zzz2XoUOH0rlzZzp37swjjzxCUlISP/30E6Zp8vTTT3PfffdxwQUX0L17d9544w3y8vKYMmUKYC2amzRpEv/+978ZOHAgxx57LG+//Ta//fYbM2fOrOVXJyL1md1uZ8CAAQwYMAC73V7xycFqF6jVUEREJALPP/88Pp+P448/nvfff5+VK1eyevVq3n77bVatWoXdbicnJ4fBgweTm5vLpEmTyM7OZufOnezcuTPmxZg6ucbL7/fz4YcfkpubS9++fdmwYQM7d+5k8ODBoXPcbjf9+/dn7ty5jBgxgoULF+L1ekuck5GRQffu3Zk7dy5Dhgwp9/kKCwtL9IRmZ2fH5oWJSL0UTLzCEtw82eYEe1Hbg1oNRUREKtWhQwcWL17MhAkTuPfee9m6dStut5tu3boxZswYRo4cyfz58/n5Z2u9WseOHUs8fsOGDbRt2zZm8dWpxOu3336jb9++FBQUhPoxu3Xrxty5cwFo2rRpifObNm3Kpk2bAGsXa5fLRYMGDUqds3Pnzgqf99FHH+WBBx6I4isRESnHoRMNQYmXiIhImJo3b87EiROZOHFimfcPGDAA0zRrOCpLnWk1BOjSpQtLlizhp59+4pZbbuGaa65hxYoVofsPXYAX3CStIuGcc++995KVlRX62LJlS9VfhIgccUzTZPfu3ezevbvyf+yDrYbOYv3mSrxERETqvDqVeLlcLjp27Mjxxx/Po48+yjHHHMMzzzxDs2bNAEpVrnbv3h2qgjVr1gyPx8P+/fvLPac8brc7NE0x+CEiEi6v18vzzz/P888/j9frreTkQ0bJw8HEy1dw8H4RERGpU+pU4nUo0zQpLCykXbt2NGvWjBkzZoTu83g8fPfdd5x00kkA9O7dG6fTWeKcHTt2sGzZstA5IiK1LlTxKtZq6E4Bo2gohyYbioiI1El1Zo3XuHHjOOuss2jVqhU5OTm89957fPvtt0ybNg3DMBg9ejQTJkygU6dOdOrUiQkTJpCQkMDll18OQGpqKjfccAN33XUX6enpNGzYkDFjxtCjRw8GDhxYy69ORKSIt2i4RvGKl2FYkw3z9lrthinNayU0ERERqbo6k3jt2rWLq666ih07dpCamkrPnj2ZNm0agwYNAmDs2LHk5+czcuRI9u/fT58+fZg+fTrJycmhazz11FM4HA6GDx9Ofn4+Z5xxBpMnT658vLOISE0pq+IFVrthMPESERGROqfOJF6TJk2q8H7DMBg/fjzjx48v95y4uLgKp5yIiNS64BouxyGbOWrAhoiISJ1Wp9d4iYjUO6GKV3zJ40q8RERE6jQlXiIih5Oy9vECiEuzPivxEhERqZPqTKuhiEhdZbfbQ9NTK11T6itjuAao4iUiIlLHKfESEYkxu93O4MGDwzu5ouEaoMRLRESkjlKroYjI4STUaqjhGiIiIpHauXMno0aNomPHjsTFxdG0aVP69evHiy++SF6e9cvNESNG0KFDB+Lj42ncuDHnnXceq1atinlsqniJiMSYaZpkZWUB1p6ChmGUf3JlwzUKMqMfoIiISD2wfv16Tj75ZNLS0pgwYQI9evTA5/OxZs0aXnvtNTIyMhg2bBi9e/fmiiuuoHXr1uzbt4/x48czePBgNmzYENNtppR4iYjEmNfr5emnnwaszeBdLlcFJ5czXEMVLxERqUWmz1fjz2k4IktVRo4cicPh4JdffiExMTF0vEePHlx44YWYpgnAzTffHLqvbdu2PPzwwxxzzDFs3LiRDh06RCf4MijxEhE5nIQSLw3XEBGRw4Pp85H50cc1/rxpF14QdvK1d+9epk+fzoQJE0okXcWV1XGSm5vL66+/Trt27WjVqlW14q2M1niJiBxOKq14ZdZoOCIiInXB2rVrMU2TLl26lDjeqFEjkpKSSEpK4p577gkdf/7550PHp02bxowZMyruSIkCVbxERA4nwcTLUc5wjcJs8HvB7qzZuERE5IhlOBykXXhBrTxvxI85pKo1f/58AoEAV1xxBYWFhaHjV1xxBYMGDWLHjh088cQTDB8+nB9//JG4uLhDLxk1SrxERA4n5Y2Tj0s9eLsgCxIb1VxMIiJyxKtKElSTOnbsiGEYpaYTtm/fHoD4+JIt/KmpqaSmptKpUyf+9Kc/0aBBAz755BMuu+yymMWoVkMRkcNJeRso2x3gTrFua52XiIhICenp6QwaNIhnn32W3NzciB9vmmaJilgsKPESETmclFfxAohPsz4r8RIRESnl+eefx+fzcfzxx/P++++zcuVKVq9ezdtvv82qVauw2+2sX7+eRx99lIULF7J582bmzZvH8OHDiY+PZ+jQoTGN7/CuGYqI1AM2m40TTjghdLtC5W2gDNY6r8zNSrxERETK0KFDBxYvXsyECRO499572bp1K263m27dujFmzBhGjhxJZmYmP/zwA08//TT79++nadOmnHrqqcydO5cmTZrEND4lXiIiMeZwODj77LPDO7m8cfKgyYYiIiKVaN68ORMnTmTixIll3p+QkMBXX31Vw1FZ1GooInK4MM1KWg21l5eIiEhdpYqXiEiMmaZJXp6VUCUkJJS5gSNgjYk3A9btCiteSrxERETqGlW8RERizOv18vjjj/P444/j9XorODHv4G1VvEREROoVJV4iIoeL4Pouw172BslKvEREROosJV4iIoeLitZ3AcSlWZ+VeImISIyZplnbIRxWovF+KPESETlcVDTREFTxEhGRmHM6rY6L4NpksQTfj+D7UxUariEicrjwFViflXiJiEgtsdvtpKWlsXv3bqCSoVBHgOCArN27d5OWlobdbq/ytZR4iYgcLiprNVTiJSIiNaBZs2YAoeRLIC0tLfS+VJUSLxGRw0Wo1TCu7PuDiVdBJgQCYFO3uIiIRJ9hGDRv3pwmTZpUPI33COF0OqtV6QpS4iUiEmM2m41evXqFbper0opXmvXZDIAnB+JSoxajiIjIoex2e1QSDrEo8RIRiTGHw8H5559f+YmVDddwxoMjHnz5VruhEi8REZE6Q30qIiKHi8oSL9A6LxERkTpKiZeISIyZponH48Hj8VS8D0go8Sqn1RCUeImIiNRRSrxERGLM6/UyYcIEJkyYUPEi5WDi5ShnuAYo8RIREamjlHiJiBwuKhuuAQcHbCjxEhERqVOUeImIHC4q20AZlHiJiIjUUUq8REQOF2FVvIKthpkxD0dERESiR4mXiMjhorINlEGJl4iISB2lxEtE5HARqnhpnLyIiEh9o8RLRORwoXHyIiIi9ZajtgMQEanvbDYb3bp1C90ulzec4RpKvEREROoiJV4iIjHmcDgYPnx45SdGNFxDiZeIiEhdolZDEZHDRaQbKJtm7GMSERGRqFDiJSJyuAin4hWXZn32Fx5M1EREROSwp1ZDEZEY83g8TJgwAYBx48bhcrnKPjE0XKOCNV7uZDDsYPqtqpergiRNREREDhuqeImIHC58YQzXMAyt8xIREamDlHiJiBwuwmk1hIOJV0FmtZ8yx5PDqFmj+Gr9V9W+loiIiJRPiZeIyOHA74WAz7rtrGC4BkS14jV1w1RmbZnF5OWTq30tERERKZ8SLxGRw0Gw2gXhV7yikHj9tOMnADILM6t9LRERESmfEi8RkcNBcLCGYQN7OcM3gqKUeAXMAPN3zgcgqzCrWtcSERGRiinxEhE5HIQmGiZYAzQqEqXEa9W+VaGEK8+Xh9fvrdb1REREpHwaJy8iEmM2m41OnTqFbpcpnFHyQVFKvIJthkFZniwaxTeq1jVFRESkbEq8RERizOFwcMUVV1R8UjDxctRg4rX9kMSrUImXiIhIrKjVUETkcBAaJR9O4pVmfa5G4lXoL2Tx7sUAuGzWmjKt8xIREYkdJV4iIoeDGm41XLp7KQX+AhrFN6JLwy6AJhuKiIjEkloNRURizOPx8PjjjwNw991343KVMbXQV2y4RmVCiVfVK1TB9V1/av6nUMKlipeIiEjsqOIlIlIDvF4vXm8FUwNruOJVPPFKdacCkO3JrvL1REREpGJKvEREDgcRrfEqSrw8OVCFEfDZnmyW710OQJ/mfUh1WYmXKl4iIiKxo8RLRORwEEnFKy714O38zIifasHOBQTMAG1T2tIssRlp7jRAa7xERERiSYmXiMjhIJLEy2Y/mHxVod0wOEb+T83/BECKOwVQxUtERCSWlHiJiBwOvBEM14BqrfMKre/KsBKv4BqvLI8SLxERkVhR4iUicjgIbaAcF975VUy8dubuZGP2RmyGjROanQCgNV4iIiI1QOPkRURizDAM2rZtG7pdptBwjTArXnFp1ucIE6+fd/wMwNHpR5PisloMg2u8lHiJiIjEjhIvEZEYczqdXHvttRWfFMkaL6hyxav4GPmgUKuhEi8REZGYUauhiMjhwFfFxKsgM+ynME0zVPHq07xP6Hgw8crz5eGtwnh6ERERqZwSLxGRw0ENDNdYn7WePfl7cNvd9GrSK3Q82ZWMgdUCqQEbIiIisaHES0QkxjweD4899hiPPfYYHo+n7JNCiVfshmsE2wyPa3Icbrs7dNxm2DRSXkREJMaUeImI1IC8vDzy8vLKPyHS4RpVSby2lxwjX5wmG4qIiMSWEi8RkcNBjIdr+AI+FuxaAJRc3xWkARsiIiKxpcRLRORwEOM1Xsv+WEauN5dUdypHNTiq1P3BxCuzMDO85xcREZGIKPESETkcxLjiFVzfdWKzE7Hb7KXuDyZe2Z7s8J5fREREIqLES0TkcBBMvBzhJl5p1uf8TAgEKj29rP27itMaLxERkdhS4iUicjgIDdcIM/GKSyu6YUIlyVKeN4+le5YC5SdeaW7remo1FBERiQ1HbQcgIlLfGYZBRkZG6HYpfh8EijYuDjfxcsZZ68G8eVbVK9h6WIZFuxfhC/jISMygVXKrMs/ROHkREZHYUuIlIhJjTqeTm2++ufwTfPnFTg5zuAZYyZY3r2idV7tyTys+Rr7MxI9iUw21gbKIiEhMqNVQRKS2Bdd3YYDDXeGpJYQ5YOPnnT8D5bcZwsE1XtmFGq4hIiISC0q8RERqW/H1XeVUpMoURuK1r2Afq/atAqyJhuXRGi8REZHYUquhiEiMeb1ennvuOQBuvfVWnE7nISdEOEo+KDTZsPzEa/6O+QB0btCZ9Pj0cs/TBsoiIiKxpcRLRCTGTNMkMzMzdLuUUMUrgvVdUKzilVnuKZWNkQ8KJl55vjy8fi9Ou7PC80VERCQyESVeq1ev5t133+WHH35g48aN5OXl0bhxY4499liGDBnChRdeiNsdwfoEEREBb4H1OeKKV+WthuEmXknOJAwMTEyyPFk0im8UWSwiIiJSobDWeC1evJhBgwZxzDHH8P3333PCCScwevRoHnroIa688kpM0+S+++4jIyODf/3rXxQWFsY6bhGR+iO0eXJcZI+rJPHakrOFbQe24TAc9G7au8JL2W12jZQXERGJobAqXueffz53330377//Pg0bNiz3vHnz5vHUU0/x73//m3HjxkUtSBGReq2qrYbBTZTLSbyC1a6ejXuSEMa1U12pZBVmKfESERGJgbASr99//x2Xy1XpeX379qVv3754PJ5qByYicsSo8nCNoopXQWaZd/+8o2iMfEbFbYZBqe5UyFHFS0REJBbCajUMJ+mqzvkiIke04AbKVR6uUbriFTADBxOvStZ3BQUHbGikvIiISPRVeR+vHTt2cNFFF9G4cWMaNmzIueeey/r166MZm4hIvWAYBo0bN6Zx48YYZe3TVd2KVxmJ1+p9q8kszCTBkUD3Rt3Dulww8cr2aBNlERGRaKty4nX99dfTvXt3vvvuO2bNmkXTpk25/PLLoxmbiEi94HQ6ufXWW8vewwuKrfGqxnCNQ8bUB9d3ndDsBJy28EbDp7q0l5eIiEishJ14jRo1itzc3NDXa9eu5Z577qFbt2706tWLUaNGsXr16pgEKSJSr3mr2Wro9xxM3opE2mYI2kRZREQklsLex6tFixb07t2bxx57jGHDhnHJJZfQp08fhg4ditfr5eOPP+aKK66IZawiIvVTVVsNXYlgc0LAa1W9XIkAePweFu5aCECf5n3CvpzWeImIiMRO2BWvsWPHMnXqVF544QUuuOAC/vKXv/DII4/g9Xrx+/089thjTJw4MZaxiojUSV6vl+eee47nnnsOr9dbxglVrHgZRpnrvJbuWUqBv4D0uHQ6pnUM+3KhipdHFS8REZFoC7viBdCuXTumTp3K22+/zYABAxg1ahRPPPFE2YvFRUQEANM02bNnT+h2KVWteIGVeOXuLpF4zds+D7DGyEfy73NwjVd2oYZriIiIRFvEwzX27t3LlVdeyYIFC1i0aBF9+/bl119/jUVsIiJHhuD6LEdVEq8063OxxOvnnZGv7wJIc1vX0hovERGR6As78Zo9ezbNmjWjcePGtGzZklWrVvH6668zYcIELr30UsaOHUt+fn4sYxURqZ+qW/ECyM8EIMeTw7I/lgGRJ15a4yUiIhI7YSdeI0eO5O677yYvL49nn32W0aNHA3D66aezePFiHA4HvXr1ilGYIiL1WGicfHUSL6vitWDnAgJmgLYpbWmW2CyiSwUTrzxfHl5/GWvRREREpMrCTry2b9/O2WefTVxcHGeeeWZovQKA2+1mwoQJfPzxxzEJEuDRRx/lhBNOIDk5mSZNmnD++eeXGl9vmibjx48nIyOD+Ph4BgwYwPLly0ucU1hYyG233UajRo1ITExk2LBhbN26NWZxi4hUyldgfY50uAaUSryCY+QjmWYYlORMwsBaE6YBGyIiItEVduI1bNgwLrroIsaNG8fgwYMZOnRoqXOOPvroqAZX3Hfffcett97KTz/9xIwZM/D5fAwePLjE3mKPPfYYTz75JM8++ywLFiygWbNmDBo0iJycnNA5o0eP5pNPPuG9995jzpw5HDhwgHPOOQe/3x+z2EVEKhSVVkMr8QpunNy3ed+IL2W32UlxpwBa5yUiIhJtYU81nDRpEi+99BKrVq3iyiuv5Prrr49lXKVMmzatxNevv/46TZo0YeHChZx66qmYpsnTTz/NfffdxwUXXADAG2+8QdOmTZkyZQojRowgKyuLSZMm8dZbbzFw4EAA3n77bVq1asXMmTMZMmRIjb4mETkyGIZBWlpa6HYpUWo13JW7i/VZ67EZNo5vdnyVYk11pZJVmKXES0REJMrCTrxcLhe33XZbLGOJSFaW9UNBw4YNAdiwYQM7d+5k8ODBoXPcbjf9+/dn7ty5jBgxgoULF+L1ekuck5GRQffu3Zk7d265iVdhYSGFhYWhr7OzNWpZRMLndDpD62LLFKWK19I9SwHo0qBLaL1WpFLdqZCjipeIiEi0hdVqOG/evLAvmJubW2pdVbSZpsmdd95Jv3796N69OwA7d+4EoGnTpiXObdq0aei+nTt34nK5aNCgQbnnlOXRRx8lNTU19NGqVatovhwROdKFKl5VWeOVZn3Oz2R/gdVumJGUUeVQQq2GWuMlIiISVWElXldffTWDBg3igw8+4MCBA2Wes2LFCsaNG0fHjh1ZtGhRVIM81F//+ld+/fVX3n333VL3HdrGY5pmpRuIVnbOvffeS1ZWVuhjy5YtVQtcRKQs3uBwjepVvLI9VjU+xZVS5VC0l5eIiEhshNVquGLFCl566SX+8Y9/cMUVV9C5c2cyMjKIi4tj//79rFq1itzcXC644AJmzJgRqkLFwm233cZnn33G999/T8uWLUPHmzWzxibv3LmT5s2bh47v3r07VAVr1qwZHo+H/fv3l6h67d69m5NOOqnc53S73bjd7mi/FBE5Qni9Xl5//XUArrvuOpxO58E7A37wF7UyV3OqYTQSr1SX1aKoxEtERCS6wqp4OZ1O/vrXv7Jq1Sp+/vlnbr75Zrp3706LFi0YMGAAL730Etu2beOdd96JWdJlmiZ//etf+fjjj5k1axbt2rUrcX+7du1o1qwZM2bMCB3zeDx89913oaSqd+/eOJ3OEufs2LGDZcuWVZh4iYhUh2mabN++ne3bt2OaZsk7vcU2nnfERX7xuLSi6+SSXdRqGGwXrIrg2jAlXiIiItEV9nCNoOOOO47jjjsuFrFU6NZbb2XKlCn873//Izk5ObQmKzU1lfj4eAzDYPTo0UyYMIFOnTrRqVMnJkyYQEJCApdffnno3BtuuIG77rqL9PR0GjZsyJgxY+jRo0doyqGISI2qduKVChiASXb+PqCaFa9g4qU1XiIiIlEVceJVW1544QUABgwYUOL466+/zrXXXgvA2LFjyc/PZ+TIkezfv58+ffowffp0kpOTQ+c/9dRTOBwOhg8fTn5+PmeccQaTJ0/GbrfX1EsRETkoOFjDEQ+2sLdWPMhmt5KvgkyyC4sqXlFIvDILM6t8DRERESmtziRepdpzymAYBuPHj2f8+PHlnhMXF8fEiROZOHFiFKMTEakiXzUGawTFNyhKvKwqVbVaDYvWeGUXatsMERGRaKrCr1dFRCRqqrN5clDRgI1sjzV1NiqthlrjJSIiElVKvEREalN1Nk8OCiZePiuJi8Y4ebUaioiIRFe1Eq+CgoJoxSEiUq8lJCSQkFDGuPgoVbz8wIGANZY+GlMN83x5eP3eqsckIiIiJUSceAUCAR566CFatGhBUlIS69evB+Dvf/87kyZNinqAIiJ1ncvlYuzYsYwdOxaXy1XyztDmyVXYwysovgEHig3mSHYlV3ByxZKcSRhYG8prsqGIiEj0RJx4Pfzww0yePJnHHnusxA8QPXr04NVXX41qcCIi9V6UWg2zixKveEc8TpuzkgeUz26zhxI3DdgQERGJnogTrzfffJOXX36ZK664osQI9p49e7Jq1aqoBiciUu8VHydfVfFpocSrOuu7grTOS0REJPoiHie/bds2OnbsWOp4IBDA69V6ABGRQ3m9Xt555x0ArrjiCpzOYhWpKFW8soKJVzXWdwWlulMhR5MNRUREoinixOvoo4/mhx9+oE2bNiWOf/jhhxx77LFRC0xEpL4wTZONGzeGbpcQGq5RvTVe2fboVbyCyZvWeImIiERPxInX/fffz1VXXcW2bdsIBAJ8/PHHrF69mjfffJMvvvgiFjGKiNRfUdpAORathqp4iYiIRE/Ea7zOPfdc3n//fb766isMw+Af//gHK1eu5PPPP2fQoEGxiFFEpP6K0jj5aCZeqS5toiwiIhJtEVe8AIYMGcKQIUOiHYuIyJEnylMNU6oxSj4ouJeXEi8REZHoibjitWXLFrZu3Rr6ev78+YwePZqXX345qoGJiBwRopF4xRWbamhzVXJy5UKJl9Z4iYiIRE3Eidfll1/O7NmzAdi5cycDBw5k/vz5jBs3jgcffDDqAYqI1GvRGK7hcJHttBKuFOyVnFy5YOKlcfIiIiLRE3HitWzZMk488UQAPvjgA3r06MHcuXOZMmUKkydPjnZ8IiL1gtPpLDlGPsgbheEaQLbDunYKRrWuAwfXeGkDZRERkeiJeI2X1+vF7XYDMHPmTIYNGwbAUUcdxY4dO6IbnYhIPeByubjvvvvKvjMaFS8g224HAqQEzErPrYzWeImIiERfxBWvo48+mhdffJEffviBGTNmcOaZZwKwfft20tPTox6giEi9Flzj5Yir1mWyjaI1Xn5/dSM6OE5ea7xERESiJuLE61//+hcvvfQSAwYM4LLLLuOYY44B4LPPPgu1IIqISJiiMVwDyDasSleKz1PdiEIVr1xvLl6/t9rXExERkSq0Gg4YMIA//viD7OxsGjRoEDp+8803k5BQvVYZEZH6yOfz8f777wNwySWX4HAU+6c3Cq2GATPAAaxKV4qnoMrXCUpyJmFgYGKS5cmiUXyjal9TRETkSFelfbzsdnuJpAugbdu20YhHRKTeCQQC/P7776HbJfiqP1zjgPcAwZVdKZ7cKl8nyG6zk+xKJtuTTXZhthIvERGRKKhS4vXf//6XDz74gM2bN+PxlGxrWbRoUVQCExE5IoQqXlVPvILTB+MCAVwF0ZlEmOZOI9uTXesj5f3Z2RguF7a46q2BExERqW0Rr/H6z3/+w3XXXUeTJk1YvHgxJ554Iunp6axfv56zzjorFjGKiNRfUVjjle2xkq2UQADy90cjqsNismGgoIDsr7/mwLff1loMIiIi0RJx4vX888/z8ssv8+yzz+JyuRg7diwzZszg9ttvJytLE7BERMIWCBRrNaz6Gq9YJF4p7hSgdicbBnJyIGDiz87GNKs/Jl9ERKQ2RZx4bd68mZNOOgmA+Ph4cnJyALjqqqt49913oxudiEh95ss/eDsKrYZRrXi5Do+KFwAmmJ7qT2sUERGpTREnXs2aNWPv3r0AtGnThp9++gmADRs26DeSIiKR8BabQOiIQquhPwD5mdUMyhLay6s2E6/8g4mpWVD9aY0iIiK1KeLE6/TTT+fzzz8H4IYbbuCOO+5g0KBBXHLJJfz5z3+OeoAiIvVWcLCG3Q22iP85DinVahiFX4IdDmu8iidbgYLCWotDREQkGiKeavjyyy+HxiH/5S9/oWHDhsyZM4dzzz2Xv/zlL1EPUESkrnO5XIwfP770HdHaPLl4q2HAC55ccCdV65qhxKs213jlH0y8TI8SLxERqdsiTrxsNhu2Yr+ZHT58OMOHD49qUCIiR4QobJ4MxSpepmEdyN8fvcSrViteajUUEZH6o0q9LT/88ANXXnklffv2Zdu2bQC89dZbzJkzJ6rBiYjUa1HYPBmKJV7BdWJRGLBxeAzXKCzztoiISF0UceL10UcfMWTIEOLj41m8eDGFhdZ/hjk5OUyYMCHqAYqI1HU+n48PPviADz74AJ/Pd/COaFW8gq2GjqLrRCPxOtwqXmo1FBGROi7ixOvhhx/mxRdf5JVXXsHpdIaOn3TSSSxatCiqwYmI1AeBQIAVK1awYsWK0BpZoNgar7hqXT9U8XIWtRdGM/GqpTVeZiBwSMVLrYYiIlK3RZx4rV69mlNPPbXU8ZSUFDIzM6MRk4jIkSFawzWCiVdRshSNxCs4Tj7Xm4vX76329SJlFhZW+LWIiEhdE3Hi1bx5c9auXVvq+Jw5c2jfvn1UghIROSJEebhGclwD60AUEq8kZxIG1rCO2qh6HVrhUuIlIiJ1XcSJ14gRIxg1ahQ///wzhmGwfft23nnnHcaMGcPIkSNjEaOISP3krf5wjYAZIMeTA0BKfCPrYEFmNQMDu81OsisZOLiGrCaZRZsnGw47oOEaIiJS90U8Tn7s2LFkZWVx2mmnUVBQwKmnnorb7WbMmDH89a9/jUWMIiL1UxQqXnnePAKmtW4slHhFoeIF1jqvbE92rVa8bCkp+Pftx/R4MAMBjGpsNC0iIlKbIkq8/H4/c+bM4a677uK+++4LLRTv1q0bSUnV2zNGROSIE1zj5aj6cI1gm6HL5iIuMbqJV5o7jS05W8iMQgUtUoGiipc9JRX//v1gWu2GRnz11sOJiIjUlogSL7vdzpAhQ1i5ciUNGzbk+OOPj1VcIiL1X6jiVfVk4uBgjRRIamod3LkMAgGoZnUoxZ0C1M4ar+CaLltCPDa3m0BBIYGCAmxKvEREpI6KuNWwR48erF+/nnbt2sUiHhGResfpdDJu3LjQ7ZDQVMOqtxqG9vBypUCH08GdCvs3wLpvoNOgKl8XancT5WDFyxYXh+GOg4JCDdgQEZE6LeJfhz7yyCOMGTOGL774gh07dpCdnV3iQ0RESjIMA5fLhcvlwjCMg3f4qj9OPlTxcqWAOwmOvdK64+cXq3zNoOBI+dpIvMyiNV5GXByG22UdU+IlIiJ1WMQVrzPPPBOAYcOGlfgBwjRNDMPA7/dHLzoRkfosCvt4lWg1BDjxRvjpeVg7E/74HRp1qvK1Q5so10rFq2i4RlwctjhrDZwmG4qISF0WceI1e/bsWMQhIlJv+Xw+vvjiCwDOOeccHI6if3qjkXgVbzUEaNgeOp8Ja6bC/Jdh6ONVvnYo8aqVNV5FFa/4eKvVsNgxERGRuijixKt///6xiENEpN4KBAIsWbIEgKFDhx68Iwrj5Eu0GmKNYTe7XQXLpsHPU+D4UeBOrvgihoEtOblkG2Sxa9Z0xcv0eDB9VveETa2GIiJST0SceL3++uskJSVx8cUXlzj+4YcfkpeXxzXXXBO14ERE6rUotxr69u8nZ8YMME3Y1xYO7ILXHoV2lf/CzNW2LYl9TixxrLbWeAX38DIcDgyHQ62GIiJSL0Q8XOOf//wnjRo1KnW8SZMmTJgwISpBiYgcEaLcaujfuxdMwGbD6HIaht3E2PwDhsuJ4XaV/eGyqkm+PXtKXbu21niF1nfFWwmXWg1FRKQ+iLjitWnTpjJHybdp04bNmzdHJSgRkSNCaAPl6Ew1DFaE3G3bkjDsLHjyIyjcBEcnQufBZT4+kJtL1hdfEsjPCw1JCqqtNV6h9V1x1vtiK2o1DKjVUERE6rCIK15NmjTh119/LXV86dKlpKenRyUoEZEjQjRbDV0pJRMWdxIcd5V10vyXyn28kZAANgMCJmbR3llBwVbDXG8u3oC3yjFGqlTFq6jV0FSroYiI1GERJ16XXnopt99+O7Nnz8bv9+P3+5k1axajRo3i0ksvjUWMIiL1UzSHa7hTQmujbHFu684TbgSMg6Ply2AYBrZ46/kDeXkl7ktyJmFgVcBqst3QLLASwGCLoc1tvR7T58P0+WosDhERkWiKOPF6+OGH6dOnD2eccQbx8fHEx8czePBgTj/9dK3xEhGJRBTXeCW7kkNT/4IVIhq2s0bLgzVavhy2hKLEKze3xHG7zU6yK7nE89SEUhUvl8uqyqHJhiIiUndFvMbL5XLx/vvv89BDD7F06VLi4+Pp0aMHbdq0iUV8IiJ1ntPp5O677w7dBqzJg75g4lW1ipdpmiVbDYPTAIsqRAD0GWHt6bVkCpz+d4hLKXWdUOJ1SMULrHVe2Z7sGl3ndbBlMi50zBYXRyAvn4DHgy0xscZiERERiZaIE6+gzp0707lz52jGIiJSLxmGQeKhyYKv2IQ+ZxxVke/Lx29a+12luFLwFK2BshVLWGg/ABp1gT9WW8nXn/5S6jrBRKasxCvNncaWnC012mp4sOJ1sBJouNyQlx9KLkVEROqaiBMvv9/P5MmT+eabb9i9ezeBQKDE/bNmzYpacCIi9Za32CCLKk41DFa7HDYHcYaLQq81AKN4pQjDsKpeX95pDdk48WawlewytyWWX/FKcVsVsszCzCrFWBWBojVethIVLzd+Du7xJSIiUtdEnHiNGjWKyZMnc/bZZ9O9e/cSo4dFRKQ0n8/H119/DcCQIUNwOBwHB2vYXWCvWvNBsAqV4kqB4Nonm4ERbGcMOuZSmPkA7FtvDdo4ZLR8eWu8AFJdNbuXlxkIYBZ6ADCKV7yCe3l5PDUSh4iISLRF/L/9e++9xwcffMDQoUNjEY+ISL0TCARYsGABAIMGDbIOeosqN1EaJR8oSkhsbnfpX4i5Eq3R8vOehZ9frCDxKnuNF9Rg4hWsaNmM0ObOAEbRXl5qNRQRkboq4qmGLpeLjh07xiIWEZEjR5RHyQf34CrRZlhccLT8um9KjZYPJl6mzxdK4IKCe3nVVOJ1cCR+XIkEMth2GNBeXiIiUkdFnHjdddddPPPMM5imGYt4RESODME1Xo6qDdaAgyPeU1wpBIpaDW3FJxoW17AddDnLun3IaHnD4Qjt/XVou2Go4lVDUw3LSyAPthoq8RIRkbop4lbDOXPmMHv2bKZOncrRRx99cDRykY8//jhqwYmI1FvRrHgVHyUfV0HrYp8RsPqrotHyf4O41NBdRkICFBRa7YYNGoSOp7is4Rq1UfEqLpQYqtVQRETqqIgTr7S0NP785z/HIhYRkSNHNDZPLr7GK5iwuF3lP6Bdf2h8FOxZVTRa/pbQXfbERPz79hPIK1nxqs1Ww+KCe5OZajUUEZE6KuLE6/XXX49FHCIiRxZfFBKvwmJrvIpaDYtPAizFMKxx8l/eabUbnjgiNFo+tM7rkJHytTVc49DKXajVsFAVLxERqZsiXuMlIiJREKp4RafV8GDFq5w1XkHHXAru1IOj5YsYRYmXv5bXeB3cPLnsVkPTH8As2q9MRESkLgmr4nXcccfxzTff0KBBA4499tgK9+5atGhR1IITEakPnE4no0ePDt0GiiVe1RiuUWKNV1HFq7yphkHljJa3JSQCpTdRDu7jlevNxRvw4rQdskdYlJkFweEah1S8HA4Mhx3T5ydQWIj90L3KREREDnNhJV7nnXce7qLfop5//vmxjEdEpN4xDIO0tLSSB6M9Tr7wgPVclVW8AE68CeY9Z42W37MGGnfGllh2q2GyKxkDAxOT7MJs0uPTqxxvOMqreAEYLjemL89qq0xKimkcIiIi0RZW4nX//feXeVtERKooGsM1gmu8nMkECvcCpYdSlKlBW+gyFFZ/aa31OvsJbIlFFa+CQkyfD8Nh/fdgt9lJdiWT7ckmqzAr9olXsOLlLiPxinNDXp42URYRkTpJa7xERGLM7/czffp0pk+fjt/vtw5GcY1XMvFQtLViWBUvgD43W5+XvgsFWdhcrlCyVardsIbWeQU8HghYL6SsildoE+VCTTYUEZG6R4mXiEiM+f1+5s6dy9y5c0snXlXcQNk0zYOJV8AaIW+4XBi2MP9ZD46W9xywRstDqN2wvHVesZ5sGNo82enEsNtL3W+4igZsKPESEZE6SImXiEhtCK3xqlqrYYG/AF/AB0ASVkISnPwXFsOwNlQG+PklCAQOthsemngVbbScWZhZpVjDFZrMWEa1C7SJsoiI1G1KvEREakM1Ww2D67vshp24ounqlU40PFTPSyAuFfZvgLUzQnt5BXJrqeIV2sOr7NcRPK6Kl4iI1EVVTrw8Hg+rV6/G5/NFMx4RkSNDNYdrlBgl7/EAYezhdShXIhx7lXV7ztPYijZfDpS3l1eME6+DFa+y3xPDZbVUKvESEZG6KOLEKy8vjxtuuIGEhASOPvpoNm/eDMDtt9/OP//5z6gHKCJSL/mqWfEqPko+VCmqQhLX5y/giIfNc7Ft+RYo3WqY5k4r8ZyxElzjVd5kxtBwjQIlXiIiUvdEnHjde++9LF26lG+//Za4Yv85Dhw4kPfffz+qwYmI1FvV3EA5NErelRKqABluV+QXSmsF/ccCYPvp3+DNLbfiVVNrvIzyKl6hVkOt8RIRkbon4sTr008/5dlnn6Vfv34YhhE63q1bN9atWxfV4ERE6q1qbqBcvNWwsha9SvX9KzQ+Cpt3L6z8gkB+HqZphu5OcaUANdBqWFnFq6jVUOPkRUSkLgprA+Xi9uzZQ5MmTUodz83NLZGIiYiIxel0MnLkyNBtIKprvEKVIleEa7yCHC44+0mM14fC+rnQ6kTMvDyMoimHNbXGK9zhGgRMAh5PKBETERGpCyKueJ1wwgl8+eWXoa+DydYrr7xC3759oxeZiEg9YRgGTZo0oUmTJgd/QRWtxMudglm05qm8MexhaXsyxrFXYnOY8OsHBHJyQnfV1Bqv4Nqt8ipeht2OUZS4asCGiIjUNRFXvB599FHOPPNMVqxYgc/n45lnnmH58uXMmzeP7777LhYxiojUP1EaJ2+t8SqqFLmrkXgBDHoQ28ypBDK3E5j3Kvz5b0DNrPEy/f7QdMby1niBtY7N9Hqt6lhycsziERERibaIK14nnXQSP/74I3l5eXTo0IHp06fTtGlT5s2bR+/evWMRo4hIneb3+/n222/59ttv8fv91sFg4uWo4nCNoupTqi0R0x8AItxAuSyJ6dj+dD0AgTkvQtZW6zmK9vHK9ebiDXir9xzlCLYZYjMqbCEMTTZUxUtEROqYiCteAD169OCNN96IdiwiIvVSMPEC65dXdpstasM1Ug2rOmQ47BiOKv2TXoKt5zCYP5VA/hqYeg9c+g7JrmQMDExMsguzSY9Pr/bzHCo0IKSSkfjBqp5aDUVEpK6p8v/Su3fvZvfu3QQCgRLHe/bsWe2gRETqNV8hUDQ1sKprvIpaDZMDbsBf/TbDIrakZOhxMYGF/4JVX8Dqqdi7nEWyK5lsTzZZhVmxSbzyg5MZK34dtqKR+cFETUREpK6IOPFauHAh11xzDStXriwxbhisBeShNhoRESlbcPNkqPZwjWTcQF712wyL2BITICWDQLuzIP8j+GostDuVVHeqlXh5YjPZ0Cyw3pPKNoE+uJeXKl4iIlK3RJx4XXfddXTu3JlJkybRtGlTjZAXEYlUcH2XzQl2Z5UuEUq8/C4gr9KEJVy2BKv1MdB2IGxfAFmb4bvHSHWlsoUtMRspH27Fy3BbCaYSLxERqWsiTrw2bNjAxx9/TMeOHWMRj4hI/VfNUfJwsNUwEav1LtiCV13BxMvEQWDgBGwfXQnzniW191Agdnt5hSpelbRM2ooSL7UaiohIXRPxVMMzzjiDpUuXxiIWEZEjQ2iwRtUSrwJfAZ6ANXo9wWcHKm/RC5dht4eqToGW/eCocyDgI3X3aiB2I+UDYe5FplZDERGpqyKueL366qtcc801LFu2jO7du+N0lmyTGTZsWNSCExGpl6pZ8crxWJsb2wwbbr8NH9b+VtFiS0ggkF9AIDcPzvoXrJtNas5uSE2OXathUcWrvM2TQ7Gp4iUiInVUxInX3LlzmTNnDlOnTi11n4ZriIiU5nA4uOmmm0K3q715cnB9lysZCoOVouhUvKCo3XDvPgK5udCyM5w2jtT5j1nPnbsras9TXHAfr4o2T4Zia7w8HkzT1DpjERGpMyJuNbz99tu56qqr2LFjB4FAoMSHki4RkdJsNhstWrSgRYsW2Gy2qG2enOJKOZiwuKIz1RCKDdjIy7UO9PkLaYlNAcjcMjdqzxNkmubBfbzcFb+OYOKFaSVfIiIidUXEidfevXu54447aNq0aSziERGp/6q7eXLhwcQr3LVRkbAlJgIQyCuK0+4gpddVAGRlb4GNc6L2XFCUQAWs7UkqrXjZbBguq63SVLuhiIjUIREnXhdccAGzZ8+ORSwiIvWS3+/nxx9/5Mcff7Q6A6q5xitY8Up1JGN6vcDBoRPREKp45eaGjqU27wVAls0OX9wJvuhVm8z84ERDF4at8v+WgnuWBZNOERGRuiDiNV6dO3fm3nvvZc6cOfTo0aPUcI3bb789asGJiNQHfr+fGTNmAHDCCSdgr+ZUw2Di1cBmVaawGRjOqu0HVhYj1GqYFzqW5k6zntvhgO2rYd5EOOWuqDxfqM0wzMmMVrthDqZHiZeIiNQdVZpqmJSUxHfffcd3331X4j7DMJR4iYhUxlfUIlfNVsM0rMTL5nZHdciEvajV0Cz0YPp8GA4Hqe5UADKdRZW17x6Doy+Ahu2q/XyBoopXuO2SoQEbajUUEZE6pEobKIuISDWEWg2rN1wjDatCVNmmw5EyXC4MpxPT6yWQl4c9JYVUl5V45QY8eNv2w7lxDkw+G47+M3QdBi1PgDDaBMsS3JMr3NcRHDmvVkMREalLqva/ZC35/vvvOffcc8nIyMAwDD799NMS95umyfjx48nIyCA+Pp4BAwawfPnyEucUFhZy22230ahRIxITExk2bBhbt26twVchIke86g7XCE41xEpAgmueosl2SLthsisZA6uqlj3oAUhsDNnbYN6z8NpgeLKrtfZr3WzweyN6rsgrXkWbKKvVUERE6pCIK17XX399hfe/9tprVQ6mMrm5uRxzzDFcd911XHjhhaXuf+yxx3jyySeZPHkynTt35uGHH2bQoEGsXr2a5ORkAEaPHs3nn3/Oe++9R3p6OnfddRfnnHMOCxcuxG63xyx2EZGQ6g7XCE41DFgJV7QrXgC2xAT8WVmhARt2m51kVzLZnmyykhqSPmoprP0GVn4Oa6bBgZ3wyyTrI74BdBkKXc+F9qdVWtkLjcQPc42XrWizaG2iLCIidUnEidf+/ftLfO31elm2bBmZmZmcfvrpUQusLGeddRZnnXVWmfeZpsnTTz/NfffdxwUXXADAG2+8QdOmTZkyZQojRowgKyuLSZMm8dZbbzFw4EAA3n77bVq1asXMmTMZMmRITOMXEQGKVbyqN1wj0bQSkJqoeAGkulOtxKswC1LbQ7dh1oevEDZ8Dys/g1VfQt5eWPKO9eFKgk6DrCSs02BwJ5d6rkB+0XCNcCteRa2GwRZFERGRuiDixOuTTz4pdSwQCDBy5Ejat28flaCqYsOGDezcuZPBgweHjrndbvr378/cuXMZMWIECxcuxOv1ljgnIyOD7t27M3fu3HITr8LCQgqL/QefnZ0duxciIvWft5rDNYoSryS/Ncmwsr2vqiK0l1fxkfKuVLawxUq8inO4reSq0yA4+ynY8pNVCVv5udWOuPwT68Puhvb9ofMQ6DQE0loBYBYEx8lHOFxDiZeIiNQhESdeZbHZbNxxxx0MGDCAsWPHRuOSEdu5cydAqY2dmzZtyqZNm0LnuFwuGjRoUOqc4OPL8uijj/LAAw9EOWIROVI4HA6uvfba0O1QxctRxeEaRa2GCWZR4lW0oXA0lVfxAkonXsXZHdC2n/Ux5FHYvtiqhK38DPath9+nWx/cBU27Q6fBBLYnQlLLsCteNrf28RIRkbonKokXwLp16/D5fNG6XJUdOlLZNM1KxyxXds69997LnXfeGfo6OzubVq1aVS9QETli2Gw22rZte/BAaI1X9SpeCX5rPpItphWv0olXZmFmmBexQcve1sfA8bB7pbUebM3XsHU+7FqGuWMZ5voEcCVis30D3c6CDqdDfFq5lw21Gno8mIFAWJsui4iI1LaIE6/iCQhYScuOHTv48ssvueaaa6IWWKSaNWsGWFWt5s2bh47v3r07VAVr1qwZHo+H/fv3l6h67d69m5NOOqnca7vdbtzu6K+hEJEjVDWGa3j8Hgr8VqtinM8aCGTE4N+nUMUrPy+U3IRV8SqPYUDTbtbHKXdC3j5YO5PAr1/AljkYvgMYKz6AFR+AYYc2J1ktiZ3PhPSO1uODl3K5wABMq93w0FbLA54DJDoTo7q3mYiISHVFnHgtXry4xNc2m43GjRvz73//u9KJh7HUrl07mjVrxowZMzj22GMB8Hg8fPfdd/zrX/8CoHfv3jidTmbMmMHw4cMB2LFjB8uWLeOxxx6rtdhFpH7z+/0sXLgQsP4dsvuqXvEKVrsME9x+K7EI7msVTUZcHNgMCJiY+fkYiYmhxCsYQ7UkNISewzGbnwb2mRgFO6DFfqsa9sdq2PiD9TH9b1YF7JK3wWVV4QzDwOZ24y/IZ+ue9awxd7Bq3ypW71vNqv2r2Jm7k9bJrZl4xkTap8Zu7bE/4McT8BDviH7FUURE6p+IE6/Zs2fHIo6wHDhwgLVr14a+3rBhA0uWLKFhw4a0bt2a0aNHM2HCBDp16kSnTp2YMGECCQkJXH755QCkpqZyww03cNddd5Genk7Dhg0ZM2YMPXr0CE05FBGJNr/fz1dffQVAr169sFej4hXaPNmeFNpXKxYVL8MwsCUkEDiQiz83F1tiImnuNKCKFa9yBAoLwWbH1voYOOMMGPwQ7NtgrQNbMw02/ADrZlH47iWsPfMhVmdvYNW+VbBiHll/bOOn3R72pZSubG3O2czVU6/muTOe45jGx0Qt3qBFuxZx13d3Ee+I54NzPiDJlRT15xARkfolamu8asIvv/zCaaedFvo62PZ4zTXXMHnyZMaOHUt+fj4jR45k//799OnTh+nTp4f28AJ46qmncDgcDB8+nPz8fM444wwmT56sPbxEpOZUY5x8cLBGumH9oG+4XDFb4xRMvMyiARsprhQggjVeYTCLNk82ilftGraDPiPwn3Ajz//wN2b9/ikbzI34p10dOuW43AAN/JAYcNEsvTNHNTyKLg26cFTDo2iS0ISx34/ltz9+48avb+TfA/7NqS1PjVrMn/z+CQ/+9CC+gLWu+bN1n3F518ujdn0REamfwkq8jj322LB75RctWlStgCoyYMAATNMs937DMBg/fjzjx48v95y4uDgmTpzIxIkTYxChiEgYolDxaoiVeMViD68ga8DGntBkw2qt8SpHcBPksgaEfLz2Y17e+AU4rf+q0vx+jnKmclSXC+iV7KBlloMWfU8n6aijSz321cGvctd3dzFn2xxun3U79/e9nz93+nO1YvUH/Dy58EneXPEmAK2TW7M5ZzPvrnqXS4+6FJuhIR8iIlK+sBKv888/P8ZhiIgcQaLRamhY68PC3fuqKmwJJffyiuoaryKBYMXrkHbJA54DPLv4WQBu6nETl8S1pMlHIzD82yDhaPLa/oXCteuxe/xlXjfBmcB/Tv8P4+eO57N1n/GPuf9gb8Febuh+Q5WGbuR4crj7+7v5cduPANxyzC1c3e1qBv53IBuzN/LT9p84qUX5Q5pERETCSrzuv//+WMchInJkMM1qjZMPthqmYT02phWvQ/byisUar+AmyIdWvF797VX2FeyjbUpbbul1C06bE+zx8P6V8NuHGLs80HBohZsoO21OHj75YdLj03l92es8s+gZ9uTt4Z4T7wm7OhUoLGTLrt/5+6y72b13C139LkZ2uZ7emd0IfPMDNxSeyH+MWUxZNUWJl4iIVKjKa7wWLlzIypUrMQyDbt26hSYJiohIBfxeMIuqNNWoeKWaVqXLiMFEw6DQXl7BVkOXVfE64D2AN+C1kqFqCla8ik9m3HZgG2+teAuAu46/6+DzdDkLLnwV/ns9tt+/hKQCAi1uq/D6hmFwZ+87aRzfmMcWPMaUVVPYW7CXCf0m4LIf3Hjau3Mnvl27COTnE8jLt8bo5+ezft86PlzzAQ19BbR1JXPpUZfSvKAJvoLdAJxmHMWkgll8v/V7tuRsoVWy9ngUEZGyRZx47d69m0svvZRvv/2WtLQ0TNMkKyuL0047jffee4/GjRvHIk4RkfrBe3BDYqowhjyYeCVTlHjFcI9BW2LJileyKxkDAxOT7MJs0uPTq/0cZtEar+J7cT218Ck8AQ99mvehf8v+JR9w9J/B58F4ayRs+AHz5yTo16/EPl9luarbVaTHpXPfj/fx9cavySzI5OnTnibJlUTA4+HADz9AoOQa4l92LmDqxmkU2AM0a9qGG064lQYNmmGLj8eIj8ezbh3pe+F027F8bi7h/VXvM+aEMdV+T0REpH6KeCXwbbfdRnZ2NsuXL2ffvn3s37+fZcuWkZ2dze233x6LGEVE6jSHw8Hll1/O5ZdfjsP0WgcNO9gjrxgFWw2TA1a1pqyhFNESvLbp8xMoLMRus5PssqbEZnmq325omubB4RpFFa/Fuxfz9cavMTC4+/i7y16Pdcwl2M4cD0Bg+Zfw7T/Der6h7Yfy3BnPkeBI4OedP3Pd19fxR/4f+DMzIWBiuF3E9zoGd5/jeTV1KePipzKzp0nKeedyz9hPaDHwbBJ69yauWzfc7drhaN4cgHNT+wHWMJC84om1iIhIMREnXtOmTeOFF16ga9euoWPdunXjueeeY+rUqVENTkSkPrDZbHTu3JnOnTtj81uJBs6ESqs0ZQlWvJJMK/EyXLGreBl2O7Z4KyE6dMBGNNZ5mYWFUFRkMtxuAmaAx+Zbm9lf0OkCujTsUn5sfa6F7hdg+g347p8w56mwnvOkjJN47czXaBjXkFX7VnHlV1eyddtKABzpjShs24zbV0/gzV2fUei2cfvxo3m036O47aXfZ0dRh8dRNKNVcityPDl8ueHLCN4BERE5kkSceAUCAZzO0r+ldTqdBAKBqAQlIlJv+YKJV9UqVcHEK8FvdYoHE6NYOXTARnCdVzQSr4Pru9wYNhtfrv+SZXuXkeBI4K/H/rXiuNxuaNcfs8u5mAFg5nj46cWwnvfo9KN566y3aJnUkm0HtvHw9P9j+4Ht7HTkctmXl/Hzzp9JcCTwzGnPcGOPG8udguhITwebAQWFXN7KGlU/ZeWUCrc9ERGRI1fEidfpp5/OqFGj2L59e+jYtm3buOOOOzjjjDOiGpyISH3g9/tZsmQJS5YswV9wwDrorFrCFEq8AlbiFcs1XlBswEYsKl7B9V1x8eT78nlm0TMA3NTzJhrFN6rwsYbLZSU9HQdh9r3TOjjtHlg4Oaznbp3SmreGvkXXhl0xs7N5Y8Vk7lz0d7bkbKFFUgveGvoWp7U+reIY7HYr+QLOSvkT8Y541mau5Zddv4QVg4iIHFkiTryeffZZcnJyaNu2LR06dKBjx460a9eOnJwcbUosIlIGv9/Pp59+yqefflos8Yp8lDxYa7zsfpN4o2iNVwynGkKxildu9DdRDuQHN0+O443lb7ArbxcZiRlc1e2q8GIreu2BPrfBSUXTDT8fDUvfD+vxjeIbMWnwJHq62uPxe9nlyOO4Jscx5ewpdG7QOaxrOBpZCWJcVj7ntD8HsKpeIiIih4p4qmGrVq1YtGgRM2bMYNWqVZimSbdu3Rg4cGAs4hMRqV+qsXkyWBUvlw/i3PEYDjuGo8q7goSl1Ej5osQrszCz2tc2C63EK4t8Xlv2GgB39L6jzPVUZTHcbsjLt9aKDXrIem8XvAqf/gXsDuh+YaXXSPAaXNn5MmZv/56Oxx/NiF5/wRnB0BNH48awchW+PXu47KTL+HDNh8zaMosdB3bQPKl52NcREZH6L+L/sTdu3Ejbtm0ZNGgQgwYNikVMIiL1l69o6l0VKl7egJd8Xz6pPohPiMNwx7baBcXXeJVsNQy2PFZHsOL1wcb/kW/mc0zjYxjSdkj4sbnd+MGajGgYcNbj1hq6xW/Df6+H9d/B4IchLqXca/gzs7DbHAzpcQEpvQdH/Boc6elgQOBALh3iWnJisxOZv3M+H6z5gFHHjYr4eiIiUn9F3GrYvn17+vXrx0svvcS+fftiEZOISP3lLbQ+V6HilePJAcDlBbcjDltcbNd3QRmthlEcrmEW5LMjdzszd/8AwNgTxpY7yKIswcTTLCx6T202OPc/8KeR1teL3oDn+8Lab8q9hj8zEwB7alrE8YO11syeZj3W98cfXH7U5QB8tOYjCv2FVbqmiIjUTxEnXr/88gt9+/bl4YcfJiMjg/POO48PP/yQwkL9ByMiUqngPk+OyKtVwT280kjAZthqtOJlejyYXm9U13j58/P5euN0ChwmQ9sNpWfjnpHFVpR4msX//7HZ4cxH4dovoUFbyN4Kb18An90GBaWrdP6sTIBQ8lQVjkbWWHnfnj30b9Wf5onN2V+4n6kbtMWKiIgcFHHiddxxx/H444+zefNmpk6dSpMmTRgxYgRNmjTh+uuvj0WMIiL1R2iNV+SthsH2vgaGte6qJipehsuFUbSFSCAvL6prvH7b+gubsjdBnIvRx42OPLaiiY6BgjJ+8de2H9wyF04cYX296M0yq1+BLCuBtKelRvz8QY4mRYnX7j04bA4u6XIJoNHyIiJSUsSJV5BhGJx22mm88sorzJw5k/bt2/PGG29EMzYRkfqnGsM1golXGtZjjRhPNAwqvpdXtNZ4efweZqz+AoALe1xRpUEUB1sNC8o+wZUIQx8rp/qVhenz4c+xpkzaU6uReBVNNvRnZRHweLiw04W47W5W7lvJ0j1Lq3zdmpa/fDk5M2cSUAeLiEhMVDnx2rJlC4899hi9evXihBNOIDExkWeffTaasYmI1AsOh4OLL76Yiy++GEcguIFyFSpeRa2GKcHEK8Z7eAUV38srzZ0GVL/V8L1lb5OZt48kVxLXHHtj1eIqqvhVmigEq199/mJ9XVT98i/9PHSd6ozlt8XFYU9OAsD/xx+kxaVxVruzgLozWj5QUEDBihX49u7Du3lzbYcjIlIvRZx4vfzyy/Tv35927drxxhtvMHz4cNatW8ecOXO45ZZbYhGjiEidZrPZOProozn66KOxBTzWwWpUvFIDVpJgi6/aSPpI2RKLVbyKhmsc8B7AG/BW6Xr7CvbxxsJXADi93SASE6pWbQomnmZZrYaHciXCWf+Ca78qqn5tw//OjbD0XewJrio9f3GOxgfXeQGhIRszNs1gT96eal8/1jybNkHAaov0bt9ey9GIiNRPESdeDz30ECeeeCK//PILy5cvZ9y4cbRt2zYGoYmI1EPB4RrVSLySsBIOw1XDFa+8PJJdyQfjKaxau+HzS56nMD+HZonNOLZVnyrHVWmrYVnanhyqfvk9Bmz+CfvMO2HtzCrHAWAvajf0/fEHAF3Tu3Jsk2PxmT4+XPNhta5dEzzr14due3fvxvR4ajEaEZH6KeLEa/PmzTz++OP06tUrBuGIiNQ/gUCA5cuXs3z5cgKF1Ui8ihKdpIA17MIWX/NrvOw2eyj5yvJE3m64LnMd/13zX9xeGNJ2CI6ExKrHFZxq6A9geiOovhVVv/ynPAiJjbB5d8HbF8Inf4HMLVWKxdG4CQC+ffswfT7gYNXrwzUf4vVXrTpYE3x79uDPzsFw2K0kO2Di3bWrtsMSEal3Ik68ItljRUREwOfz8eGHH/Lhhx/iK7SGOVS14mWYJglYiVeNrfEK7eVlbaIcXOdVlYrX4788jt/0c0qjE2mb0rZaa6sMhwPDYbdiq8JACL87A/qPxd73auvA0ndh4nEw7V44EFl7oD0pEVtCPARMfHutPS7PaHMGTeKb8Ef+H0zfND3i+GpK4foNADhbtcLVqiUA3m3bajMkqYP+yP+jyu3HIkeKKg/XEBGRKghtoFy1cfIuL8TZ48FmYLiqvzYpHKHEKz8fMxAIrfOKdKT8nG1z+HHbjzhsDq7pcCkARlz11qkF2y3NCBOvQH4+ZqEHHG7sF/wbbvwG2p4Cfg/89Dw8cwzMehjyM8O+5qHrvJw2Jxd3uRiAKasOzyEbpseDd6tV5XO3b48zIwMA7/YdmIFAbYYmdcgX679g4IcD+ducv9V2KCKHNSVeIiI1qZrj5F0+iHfEYXO7a6wDwYiLw7DbwIRAXn6VNlFen7Wexxc8DlgteE1saUD12yWNYLthQQTrvAB/ZiYA9uRkDLsdWh4P13wOV30CGceCNxe+f9xKwOY8BZ68Sq/pCK3zOlgtu6jzRThsDn7d8yvL/1geUYw1wbNlC6bPjz0lGUejRtgbNcJwuzC9Xnx7/qjt8KQOmL9jPn//8e/4TT/fb/2egKmEXaQ8SrxERGpScLiGo2prvFw+iHPEhwZL1ATDMIqt88olxZ0CVJ54BcwA32/9nhEzRnDep+exPms9ae40bu55M2aBlYBWdy+yYKtipK2G/tDGyWkHDxoGdDgdbpoNl7wNjY+CgkyYOR7+0wvmvwK+8odOBCte/r17Q9WiRvGNGNJ2CHB4Vr0Ki4ZquNq3B6w/a2fzYNVL7YbhOlI3yl67fy2jZ4/GF7DWNR7wHmBd5rpajkrk8KXES0SkJlW34uWFOEdcaLBETTGKrfMK7eVVznCNHE8Ob614i3M+OYdbv7mVudvnYmAwoNUAXh38KqnuVAL5VoWquiPxq9pq6M8sSrzK2jjZMKDrudb0w/NfhLTWcGAXfDUGnj0elr4HAX+ph9lSUjBcLkyfH//+/aHjwSEb0zZMY1/BvrBjzPflM2PTDMZ+P5bbZ93OjE0zorqGxrd/P/59+8Fm4Co2ndjZogWgsfLhmrphKn2m9OGN5W/Udig1ak/eHkZ+M5Icbw69GveiV+NeAHVq03CRmuYI56Rjjz027JaWRYsWVSsgEZF6LTROvmprvBr5IN4eV6MVLyg52bC8VsP1meuZsmoKn637jHyflWAmO5O5oNMFXHLUJbRKbhU6NzgCvroDQkKbKFe11bCsxCt0cTv0ugy6XwiL3rBaDzM3wScjrPbD0/8GR51jJWpY1SJHo0Z4t2/H98cfONLTAejZuCfd07uzbO8yPlrzETf1vKncp8zz5vHDth+YvnE6P2z7IfQ+AszeMpsm8U24sPOFXNjpQpomNo3oNR/Ks2EjAK4WLbAV+3NwNm2CYbcROJCLPyur4vfoCOcNeHlq4VPk+/J54pcn8Aa83NijahuC1yV53jxu/eZWduTuoE1KG/5z+n94a8VbLNmzhKV7lnJR54tqO0SRw1JYidf5558f4zBERI4QvuBwjcgqPb6Aj1xvLhlFrYY1XfEK7uVl5uWRmngw8fIH/MzZNod3Vr7DvB3zQud3SO3A5V0v55z255BwSJJpBgIEijY9rnbFKy64l1f4FS8zEMCfY01kLNFqWB6HC068CXpdAfNftpKuPavg/SuhdV+45B1ItJIsR5PGVuK1ew906RK6xOVdL2fcnHG8v/p9rut+HQ7bwf9+87x5fL/te6ZvnM6cbXNKJFstklowuM1g7DY7H//+Mbvzd/PC0hd4+deXOb316QzvMpw+zfqU/OWoaUL+fishjG9Q9nvg8+HZuBE42GYYZDidOJo2xbt9B97t25V4VeCLdV+wI3cHbrubQn8hzyx6BqBeJ1++gI+7v7+blftW0sDdgBfOeIEGcQ3o1aQXoIqXSEXCSrzuv//+WMchIlJv2e320C+w7F++ah2MMPE64LHG0Lt8JnGOuGqvjYpUiYpXQ+sH8SV7lnDOJ+ew9cBWgFA74RVdr+DEZieW2ykRSpKM6le8gpMdI0m8AtnZEDAxnM5QQhkWVwL0Gw29r4V5z1kfm+fB5KFw1aeQ0rzYgI0/ME0z9B4MaTuEJ355gl15u5i1eRb9WvTj+63fM33TdH7Y+gMF/oMVuxZJLRjcdjBD2gyhW3q30DVGHjOSmZtn8t6q91i0exEzNs1gxqYZtHU1YHhcC4YVQmrmVti/CQqzrKrq9dOg+TGlXop32zZMrxdbQgKOpqUrZ86MDCvx2raNuK5dw3+PjiD+gJ9JyyYB8Ndef6XQX8izS56t18mXaZr8c/4/+X7r97jtbiaeMZFWKVYlu2ejngBsyNpAVmFWqDIuIgeFlXiJiEjV2e32g5vOf1a1NV7ZHqtCkxxwYzfsNbaHV5CtaKPjQG5u6Aeqnbk7rZhcyVzY6UIu6XIJLZNbVnqtYFugLS6u2pMZQ8M1CsJPvA4O1qjiD4bxaXD6fdDjYnjzPKv69fqZcPX/sDdojeGwY3o8BLKyQhU1l93FRZ0v4uVfX+aRnx8h15tLof9gzC2TWjK47WAGtx1Mt4bdSr4vO3+D36fj3L+Rs/Zv5Kx9G/k9fyfvJyfyRVIiGz37ecyzn/8EAgz15THczONosNpaP7oJRnxX6vvt4FCNdmX+GTibNwfAt3cfgfz8alcm66Ppm6azKXsTqe5UhncZToIzAcMwmLh4Is8segbTNCtsK62LXl/+Ou+vfh8Dg3+d8i+OaXwwqU+LS6NtSls2Zm9k6Z6lnNry1FqMVOTwFFbi1aBBg7D/c9y3L/yFwyIiRxS/F4qmf1U18UrDelx1Nh6uClviwYpXt/QTaRjXkIZxDbm86+Wc3e7sUu2EFTHzozPRsPg1gmvGwhFKvKrbQte4s1VRenMY7N8Ir52FcfX/sKen49u1G98ff5RoZRzeeTiv/fZaaMBGq+RWDG5jJVtdG3Yt/f9sIADzJsLMB8AsOcyjE/C3LDt32JryZUoq7xkH+J0cPk5O4uPkJHo06MJVm5Zx5h+rMWbcD0MfO/j6DxywWiEBd7GhGsXZEhKwN2yAf99+vDt24D6kHfFIFzADvPzrywBc2fXK0Pf/zT1vxsDgP4v/w38W/wcTk5t73lyboUbNtA3TeGrhUwDcfcLdnNHmjFLn9GzcU4mXSAXCSryefvrpGIchIlJ/BQIB1q5dC4U5dDRNbIYR8XCN7MKiihdWolFbrYamP0BDI4lvh39b5WpVqOIVhSpKcChEJOPko5Z4ATRoA9dNg7fOD1W+HH2exIe1kbK7Y8fQqU0Tm/JE/ydYk7mG01qdRpcGXcp/D/P2wae3wJpp1tcdzoBWJ0KDdtCgrfWR1IREw2A4cLFpsnj3Yt5f/T7TN03nt/2rGZviZLsvmRvmvwSdB0PHgQB4iqpdzubNKmy1dGZkWInXtu3lJ17znoffp8M5T0HDdhG9dXXZt1u+ZW3mWpKcSVzS9Cxy580jrls37KmpoSrXfxb/h4mLJwLU+eRr4a6FjJszDrASzau6XVXmecc0PobP1n2mdV4i5Qgr8brmmmtiHYeISL3l8/mYMmUKFB5gnANcDhvYXRFdI9uTDaZJsmklGjVd8TJsNmwJ8QTy8gnk5uKoxvMHiipe0XgNoZbLgEnA48Hmqvx9DU00DGewRjhSmsO1X8HbF8COJThmjoKMW/AllE4sz2hzRpmVghK2LID/XgdZW8DuhrP+Za0rqyDRNQyD45oex3FNj2Ns/ljeWP4Gry9/nacbNqCRP8B5n94KI+dhxqWVO1TjUM6MDAqWLce3exemz4fhOORHhkVvwtf3WrffuwJunAGuCNbM1VGmafLKr68AcHXz8zB+XIjH58MMBEg6+WQAbup5E4Zh8MyiZ5i4eCKmaTLimBE1Hqs/O5vcufNwd+mMu13VEuMNWRu4fdbteANezmh9BmOOH1PuucEBG7/t+Q1/wI/dZq/Sc4rUV9Xaxys/P5/s7OwSHyIiUo7gHkyO+Ap/iC5Lticbpx/i7dYP8zW9xgtKDtioDrOo4mXEVb/iZdjtGE6ndd0wql4Bj4dAnpX42VNSqv38IYnpcM3n0PokHEYm/PwCgU2L8R84EP41TBPmPmutF8vaAg3bw40z4fjrIvp+SY9P587j7+Tao68F4P5G6fzgz4TPR+Hbvp1AfgG2ODfOjIwKr+No0ABbQgKmz49v166Sd67/Dr64w7ptd8Hu5fC/v1qvoZ6bt30ey/Yuo3GBm2G7W2D6rPZh7/btmJ6DG2zf2ONGRh03CoBnlzzLi0tfrPFYC1auwp+VRf7iJSViC9fe/L3cMvMWsj3Z9GzUk0dPebTCZKpDagcSnYnk+fJYm7m2OqGL1EsRJ165ubn89a9/pUmTJiQlJdGgQYMSHyIiUg5/1dZ3QcnNkw2XC8NWrd+bVUmwLa26idfB4RrRSR4Nd9FkwzD28gpWu2yJiaGJiFETlwJXfoTReSAORwHMfxnfTx+E99j8/VbVaPp91jrAo/8MN38HzXtWOZw7et/BOe3PwW/AXU0a8du6aRR+8zoArrZtw/oecrawkrMSmynvWQMfXGXF2f0iuPp/YHPA8o9h7n+qHG+F1n8Ln90Ge1bH5voRePm3l0nOM7nxwLEk4MbRuBH2lGQImHi2bi1xbvHk67klz9Vo8mV6PHi3brFue70U/P57RI/P9+Vz26zb2HZgGy2TWvKf0/9DvKPif7vsNjs9GvUANFZepCwR/889duxYZs2axfPPP4/b7ebVV1/lgQceICMjgzfffDMWMYqI1A/BildVNk8uzMZVtHlyTe/hFRSqeOVGqeIVpUl5ocmG4VS8orm+qyyuBLj0XRxdT4KAH/8n98LS9yt+zLaF8NKpsPpLq3o09Am46HUrkasGm2HjwZMe5KSMk8i32bijYSN2fv865P2BK8y2s2BVzLt9O6ZpQu5emHIxFGRByxPhvOegzUlw5j+tB8wcD+tmVSvuUlZPg7cvslobXx5gfQ6jsmb6fHh37MD0+ys9N1y/7PyF1Rt+4YT1Nk5u0gdHo3SSTjkFV9GQEs+mTaUec2OPGxl93GjASr5eWPpC1OKpiGfLFjyefLbl72BX7k52/7qAgvzwKrD+gJ97vr+H3/74jVR3Ki8MfIH0+PSwHhucdKjES6S0iMfJf/7557z55psMGDCA66+/nlNOOYWOHTvSpk0b3nnnHa644opYxCkiUvf5g4lXFStevqKKl7tm13cFHUy8cqt1nUD+wXHy0RB8PyKpeEVtfVdZHC4cw/8Df9yGb9c8+ORm8OTACYfs62Sa8PNLMP1vVlLeoC1cPBkyjo1aKE67kycHPMn1064nb8Vy3klwc8Oad2iQFN56I0eTJhgOB4GCQvy7d+L44lprgmNaG7jsXXAW/RmecCNsXwJL3oYPr4Obv43OsI01XxdV17yQ1BQO7LIqX+tmw7lPQ1z5CXTuvJ+KNoBOIaFPHxxR6Mp586fnOW6dyfHpvWjYvC1Jp5yC4XTiat2a/F9/w7d7D4G8vNDflaAbetyAYRg8tfApnl/yPJhwS69bqh3PoXbm7mTJniUs3b2U/G++JWf3VlY3N2m+zySxANZvfoKdLRNIc6cd/IhLo4G7QYnbP+34idlbZuOyufjPaf+hbWrbsGPQRsoi5Ys48dq3bx/tin5TlpKSEhof369fP265Jfr/iIiI1BtVHCUPxRIvZ3ztV7yqvcYrOE4+ShWvolbDcCpe1d7DK0yOpk3hmEvxL3cT8H2N7cu7oDAH+hWti8rPhM/+Cis/t77uOgzOe7bCRKKqEp2JPHfGczw5/3z22/fzUNofPPH9v0geMK7Sxxo2G87mzfBs2YL3/Ttx7PsJ3Klw+QeQ2KjYiQac/W/Ys9Kq4L1/JdwwvXrDNn6fYV3H74Fu58MFr8C8Z2HWw1Zb47aFcNFr0PL4Ug/17todao/0Z2WTM3Mmcd26Ede1a5XbdJet/wn/nJ9x+230O3ooSaeeGmpXtSUm4mjcCN+eP/Bs3kzcUUeVevz13a8HsJKvpc8D1Uu+vAEva/atYcmeJSzZvYQle5aE9tZLzDf50y4T04CCjHT2JwdIXpNF690BNjfOY4cvnx25Oyp9jgmnTOC4psdFFFew1XBT9ib2FeyjYVzDyF+cSD0VceLVvn17Nm7cSJs2bejWrRsffPABJ554Ip9//jlpsfwNoohIXReoRsWrsGiNV3xcjY+SD4rGGi/T48H0B6zrRWuNV2gvr4oTL9M0oztKvqKYXC7sDRri734BPtriWvmi1YZXmANdz4UPr7UqRzYnDHkETrw54oErkUjNCXBjxyt5eflLzG5icMeqyTzfcSCulidW+lhnixZ4vpmEd+Ms4lvbYfgb0KR0YoEzDoa/BS/3h13LrGEbF71Wtdf1+0xrzZvfYyWlF74Kdieccie0PQU+uh4yN8FrQ+D0v8FJo6AooTJNk/ylSwBrLRt+H54tWylYthzv9u0k9ukT8WAVf3Y2377/BE4fdG7XmzZnXlBqjaCrdWsr8dpUduIFVvJlYPDkwid5funzvPrbqyS5kkh0JpLkTArdTnYmW59dySXuc9gcrN63miV7lrDsj2Xk+/JLXN9u2OncoDOnZ2VwdKdkWnc5gdZnnAtA9rRp5O3fQ2HHlmS3a0RmYab1UWB93l+4n6zCLPYX7Cffl8+lR13KkLZDInqfAFLdqbRPbc/6rPX8uudXBrQaEPE1ROqriBOv6667jqVLl9K/f3/uvfdezj77bCZOnIjP5+PJJ5+MRYwiInWa3W5n6NChsMaBfc1X1ap4xdvjamWiIRTby8vjwfR6Q9MEIxEcrGE4naXHk1dR8P2orNUwkJuL6fNj2G3YkpKi8twVcTRuhD8zE1+nS3G1aA4z74cf/g0/PAmYkNbaai1s0TvmsXg2rKdBXEOuHnIfs7c+xM/xbsZNu4nHrvoRm7vi98Kxdx6s+Qq/acN/+qPYO5xW/smpLWD4m/DGuVZVKqMXnDwqsmDXfgPvXQ7+QjjqHCt5sxf7Xmt1Aoz4Ab4YDcs/sRLa9d/Cn1+G5KZ4Nm7Evz8Tw+kkvtcx2NxunJs2kbdwEf59+8mZPp24Hj1xd+4U1l50/pwcfv/yPdbuWsmBeINBl/1fmdsWOFu1gsWL8Wdm4s/KKje5v677ddgMG08vehpPwMO+gn2hTbUjlexKplfjXvRq0otejXvRvVF34m1usj77HNPpIenoE0KvMb57dwJz5xG/NYs2vfpFf7hMMcc0Pob1WetZumepEi+RYiL+X++OO+4I3T7ttNNYtWoVv/zyCx06dOCYY46JanAiIvWB3W7nxBNPBNsyWBv55slgJV6NfCZxjvga38MryHA6MVwuTI+HQG5uldZJhdZ3xUfvNYS7ibI/06p22VJSamQqpKNxYwp/X4tvzx4YMhrcSfDlGMCELmfD+c9BfOynAQcKC/FssabbdT7uDJ5qn8yt393F184AjT69hHuGf1F+ArL5Z2xf3o4jDnwZA/E2PY1Kd2YKDtv4aoyVFDXrAR1ODy/YdbMOSbpeL5l0BcWnWfe1Pw2m3mMlXi+chDnseQp+t8amx3Xrium0fsxxtWmDo3Fj8hYswLtzF/lLluDdto2EE0/EnlSsHdLvg5ztkJAOrkT8Bw5w4NtvmbP2Gw7EQ8PTB9KhrGof1vehs1lzvNu349m0ifie5U+kvOboa7i488VkFWaR480h15vLAc8Bcr251teeXA54D1gfxY4X+Apon9o+lGi1TW2LzSj5vezZvBnT48GWEI+jWbPQcWfLlthTU/BnZVOw5nfiux8d3p9JFRzT+Bg+WfuJ1nmJHKLav25s3bo1rVu3jkYsIiL1m7eoLaiKrYYZPoivxeEaYFW9/B4Pgby8KiVeB9d3Re81hNtqGBqskZoWteeuiKNRo9Dzmh4Pxgk3QqMukPeHtWYphq2FxXk2bYKAiT0tDUeDBpzUYAgP71zK/615i3cKNtPku3FcP+DR0g/ctyGUBDmPPh1fs2F4t20jrnPnyp+0+LCN/15vDdto0Lbix6z/Ft69DHwF0GWolVg5KqjKGAb0vgZa/8l6jl3LKHzhcgJpQ7AdN5xXcr/mrXevZkTPEVzf/XpsCQkk9e9P4bp15C9Zgm/PHnK++JT4piZuNsPmn6x1Yx5r8p/fnsqBPxqzx5bIfPdeFnU0eDc+w1p7lpIByc2txLnYn6OrbZuixGszcT16VFhRS3AmkOBMoDnNK38/I1C4fn1RLO1KPL9hGMQdfTS5c+dRuGYNcZ07xazqFRywseyPZfgCPhy26FS3Req6sH/lN2vWLLp161bmJslZWVkcffTR/PDDD1ENTkSkPggEAmzcuJGNm7cRMM2IEy9/wE+ON6doH6/aG64B1V/nFSiwkiNblEbJQ7GKVyWthv6sTCDGEw2LscXHYyuqpvj++MM62O4Ua4+uGkq6ADzrNwDgbn9wyuDZfccyJtGq3Dy16Qs+WzGl5IPyM2HKJVaS2KwnzqtfBMOGb88eAuFsxBsctpFx3ME9yjwVTMNc/x1MudRKujqfBRe/UXHSVVzjLnDjNwR6XU/Bfiesm828NRN4edmr5PvyeXrR09w/9368Pg/sW4/7wAKSA7NxLHgM84sx5E26mwPvPU3g9++tpMuwE/AaHFjvIbB3O7MD21jY0eAkbwFdZj4C71wEL5wEj7WDR5rDf46DN8+DXz/A2bRoCmReHv7gn3kN8h/IxbdrN0CZWwYEq16m10vBmsj29YpEu9R2JLuSyffls2b/mpg9j0hdE3bi9fTTT3PTTTeRUsaC1NTUVEaMGKE1XiIiZfD5fEyePJnJX87DFwAq2YT0UAe81m/grTVe8bU2XAOqP9kwVPGK4jq10Bovj8faa6ocgRqaaFico3FjoFjiVcN8e/fiz8rCsNtwtmlT4r5rznuTazxWJeIfCx7lh63fW3f4vfDhNfDHakjOgMvfx96wKfbUFDDBt6PyaXiANWzjkrchsfHBYRtl/fls+MFK8nz50GmINbwj3KSr2HMVtLoSs/eNbE9L4L50K8nrm9gKGwafrP2Ev7zei6xne8MnI7Avf4ukxN+Jb+SBxHS8Df5EdsPr8Az7mMBdm8g54VUCJ48j69SbebVHIh6nwU3NTrHia9rDakUEK+Z966xq3cc3YbxyKk7fRjADZe7pFWueDVaS7WjapGQLZZFg1QugcM0azHCS6CqwGTZ6NrJaLdVuKHJQ2InX0qVLOfPMM8u9f/DgwSxcuDAqQYmI1EtVHCef7cnG7jeJM5zYbfZaW+MFYEus3l5eB9d4Ra/iFUriTMr9QdL0+fDnWAlsrCcaFhdKvPbsqbHnLM5T1HbmbNmq9EAIZzx3nv0aZx/Ixw/cNWs0v+35Fb6620oknIlw+XtWWx0lN1MOW3DYhs1hDduYO7Hk/RvnwJThRUnXYLjkLXBEnpT7s7IoXLeOA+nt+fuxLfDYbfTPy+fFZT8ycecuEgMB5rvsXJnRjE0tj4OTbsO49G3iHlpBymM/Yj/9r5gt+pL7+16yp88kUBjA1rwD73YxyHOa9Gneh2P+/Dpc8QHcMgfGrof7dsLti+Har+C0v1lbAexZhWvhQ/D9E3jmfxHVzZsrY5omno3B6mb7cs+rqaqXNlIWKS3sxGvXrl04K5hg5XA42FNL/7GIiNQJoQ2UIxuuEdrDyx6H4bBHbRpgVVS34hUoqnhFM3k0bLbQWpXyJhsGx8jb4tw1mriGEq99+zB9vhp7XgDT68Wz2Rqq4Wpfuu0MwJZxLA/1/At98/PJN73cOvU6di95EzDgoknQ/ODQrFDitWMnZiAQfiDBYRtgTXZcN8u6vfFHeOdi8OZBx4HWKPoqJF0A+b/+iv//27vv+LbK6/Hjn3u1LdvytmPHdvYOZAIhhIQdRgsd7LRACxRICxRoC7RfVguhjJZSChT6aygQVkspKxRSNgRC9t6J7Xhvy7a2dH9/XEm2E+8Rxc55v156aV1dPXIUSeee85wnFORvVW+x21jHiMQRLJlwJWr6RE7OP53n87/PMEsKBSYjl8f7WXPMBXpb/4RMDA4HCaefjnXSJFD0v5tqt+M9fgr/KtLXWfvJMe0sOG2yQcooGDEX5v8Cbt4M82/HmBSP6ipGW/lXAn9coM8J6yQT218C5eWEXG4UsxlTTk6H2x2urFc08KqUwEuIiG4HXjk5OWzevLnD+zdt2sSwYf07QVQIIYaU3ma8vOHAy2iLaWMNaDXHq5cZLy08x0vpx4wXtKwJFplDdrCWhZOT+vV5u2KIj9c7OIY0ArW9axneW74DxWiBAGq8HVNGRofbmeb+nD+aRzPe66NO8/HnZAec9QCMP7vNdobUVFSrBc3v73kGb/bVMG0RaCH4148IrVnWEnSNPhUuXqaXJvaCvlhyGe8Xvs97cXuwm+z86dQ/kXDKb2Dx13DJMsadei8vnf86U9Om0uBt4JoV1/Dmnjej+1BUFdvUKXoANnECCacs4Pn9/8QX8jEtfRqzMg9dpPkQVgeccgfKzRsxnXghGMz49uzQ54T9/Sx9HtsAijbVyM9HMXTee/JwZL2mpk9FQaG4qZhqd2xKbYU40nQ78DrnnHO466678LRzNNHtdnP33Xdz3nnn9evghBBiSOnlAspOX3jxZIM1po01oFXGy+3pWdYjLJrx6ue1yCIBqebrIPCqPzwLJ7cnVuWGvv36D/HOys4AUA3Yv/MMdzn1v92bCfHsGHfoWl2KomAMH2D1l/Sg3FB/MJz7KFrmdBr3uGj40214qrx6O/hLXup10KVpGu4NG1hfuY43AmtwWxUenPcgoxyHvuY0Wxp/P+vvnJl/JoFQgN98+RseX/c4Ia3lfWxMScF2zDE0GHy8tus1AK495tpurfcVFZeC+cL74LS78GediaZY4cAqeP7b8Nx5ULiyV6+1MyGPJ1oCaukgu9na4ch6JZgTGJ00GpByQyEiuh14/eY3v6G2tpZx48bx0EMP8eabb/LWW2/x+9//nvHjx1NbW8uvf/3rgRyrEEIMbsE+BF4BsJli20oe9BJBxaB/dfS03FALhdC8+g+8/s54KZauSg3rAVBjEXhF2sofxgYbwYYGAtU1oIB5xIiuH5CczzGL3uZsxwQ04JG1j7bbqMSUrZew9WieV1gooNGY9RMCIQdo4Fam4D72rl4trxDhKyigsHgzbxUuZ18WLJ62uNMFe61GKw/Pf5hrpl4DwLObn+W2T2/DE2j7vnlx+4u4A24mpkzkpJyTejwuY3IyhvRstInn4/veO3DcT8BghoLPYenZ8PwFULymx/vtSHTJgJTkbmd19ayXo9+yXiGf75AATuZ5CdFWtycKZGZmsnLlSq6//nruuOOO6AeyoiicddZZPPnkk2RmZg7YQIUQYtDra6mhIbat5CPUuDiCjU2Eml0Y4uO7/TjNHV7HTFX6PeMVmbd1pJUaQtvOhloodFgWb/bu1n9Im7Jzut/IJGsqN572R/73n2+zqmwVn5d8zsnDT26ziSkrE8WgEmpuJlhf3+2/Z7CpmaZPPyHkM6Ce+ktMlOFVRuHZsQc0Fdu0aT14dTotEKBy7Upe2/lP9mSEOHnU6Vx7zLVdPk5VVG6ccSMjHCO4e+XdrChcQXlzOY+f+jhptjQafY28vP1loBfZrlZMeXkEt2zFV92M5ZyHYO6N8NnDsP5F2Pexfso9AWb8ECZfAOZDuxB2V6SJSpfZzVb0rNekPq/rpYVCeDZvxrNjJwAGRyKGlBSMKSnMMI/h35om87yECOvRp39+fj7Lly+nurqaVatW8fXXX1NdXc3y5csZ0Z0jakIIcRQyGAycccYZnDE+HoNCr5tr2IzWmLaSj2hZy6tn87xC4QWOVWv/Zrug81LDkNutZ9oUMLSzJMpAUx0OFJMJLRCMLuI8UPylpTg/+ADv3sgP8a7LzlobnjCcRRMXAfDomkcJhNo2BFGMRozhg6zdzXoF6+tp+uhDQk3NqHY78edfStzld2GbdRwAnp27cK1e3elSAO1p2rGV1zY+TxWNmMaM5v6T7kdVuv+z5tujv82zZzyLw+Jgc/VmLnv3MnbV7eKVHa/Q6G9ktGM0p+ad2qMxtWYOt+8PVFYScrvBMRy+9Sf42Vp9vptigANfw5s3wCPj4e2boHhtjxtxBKqrCTobUYwGzLm5PXpsX7NeQaeTxv/9Lxp0AQQbnPj2F+Bau46JWxpYsEnDsnIjzrWr8RUWEmxq6vHzCDFU9Ko1VnJyMrNnz+7vsQghxJBkMBiYO3cubLRCpdLLOV4aVoutX9e/6q3oPK/mHpYahjNeygBk7dRwqWF7iyhHgh1DQkKXTQcGgqIoGNPT8JeWEaiqwpiS0u/P4S8vx7NlC4EavYGHYjRgnTgx2omwJ64+5mre2PMG+xr28e/d/+ai8Re1ud+Uk4O/tAx/aaneCbATgepqmj77HM3vx+BwED//5GgGzjpuHIrJhGv1arz79qP5/cSdcEK3MoJBt5t/v/soBxqLKR8bz+On/xm7qecZo1lZs3jpnJdY/OFiCpwF/GD5DzCohujfoSeB3MEM8fEY01IJVNfgKyrCOn68fkfyCLjgL3Dqb2DjS7DuBajbD2uf008Zk/Us2DEXQVzX7xVvqyUDepqx6kvWy7tvH+7169ECQRSzmbjZszGmpRKsrSVQU0uwtoa0GgN21Yba6ObAhi/IjtdLVRWzGWNKMoaU1GiZcLs6iEFNmRkxyV4L0Vex60kshBBHG384UOnhAsrRUkOTNaZreEUo0ZbyPcx4hYOiAcl4hf8umvfQjFcsywwjjOnp4cCrGiI/wPuBv6ISz9Yt+n7RAy7LmDFYJkzodTlnojmR64+9niXfLOEvG/7COSPPId7cUlJqCjfYCNTUEnK7Oyxl9JeV0bxyJVogiDEtFfu8eYesJWYZORLFZKL5q6/CXRi/wH7iiV0umfDef59gfdlamuwqvzj/UfIS83r1WgHyEvN48ZwXueWTW/im/BsAhscPZ+GIjtcu7S5zfr4eeBUWtgReEYnDYN6tMPfnUPglrH8Btr0JlVvhv7+CFf+nt7yf/gMYOR/aCUg1vx//AX3JgJ5mNyMiWa9gQwOeXbuxTZnc6fYhrxfX6jX4S0oAfbFm+/HHR98HanZ2m4DfbXqfLXtWsjvFS15CCsH6ejSfD395Bf7yil6N2WM2k7jwrH5dD1CIw0ECLyGEGGChUIiysjKodjJM1VB721zDEPvmGgCGcKlhsKEBLRDo9rpiLYsn9/9riGQC2w28YtjRMKJlnlcVmqb1et5QRKC6GvfmzQQq9U6JikHFPGo01okT+uXH6IXjL+TlHS9T4Czg71v+zo0zbozep9psGFNTCNTU4i8txTJ69CGP9xUW0vzNNxDSMA3L6jSYMg8fjjJvHs1ffom/rJymzz4j/qSTOsy8rN3zGR999jwA8xdew9zhPW9+cTCHxcHTpz/Nkm+W8M6+d7h11q0Y1b7/RDLl5sL69QTr6gk6ne2XuqoqjJynn87+PWz+F6z7B5Rvhi2v66ekPD0Am3a5vih1mO/AAbRAEENCfPQ91lM9yXr5KypxfbOKkMsNqoJt6lQs48d3+n6emDeTD2u/YmVKLRfMPx0tFCLY0ECwpkZfYqG9RaY72V+gpoZQUzOuteuIP2luj1+vELEkgZcQQgywQCDAs88+CytruPNEMPdijle6X1/H64horpGQAECwtg7n8uVYxk/AMnpUlwGY5tUDL2UAMl6dNdeIlhrGMPAyJCejGA1oXh8hp7PXYwnU1uLZsgV/Wbl+g6pgGTUK68SJ0RLQ/mBSTfx85s+56eObeH7b81w0/iKy7Fkt92dndxh4effswbV2HQDm/Dzijjuuy/JBU1YW8SefTNPnXxCoqqbxk0+Inz//kKxdeXM5f3vll1i0EPnjZ7PopJ/10ysGk8HEXXPu4s7j7+yXoAv0ZRNMWVn4S8vwFRZhmzql8wfYkuG4a/RT6QY9C7bpn1BfBB/fD58sgbw5MOFcGH9OtKmGeWTvsl0RbbJeO3cdMs5DGmgkxBM3Zw7G5GR9g4APtr6hL5mRNRXSJ0QXwz42o21nQ0VVMSYnY0xOpkefZgEvVO0kqO3BWd2Ev0QP8CNz6YQYDCTwEkKIwyXkB4w9nuPV6G5gWPDIaa5hTE0l7rjZeLZuI9TcjHvDBrw7d2CZMAHL6NEdzqOKZrwGIHiMZrx8vjadA7VQiGCjE4htqaGiqhhSUghUVhGoru5x4BWoq8OzZWtLQwtFL9OzTpoUbXbS307JPYVZmbNYU7GGP637E0vmLYneZ8rOxr15C4GKijZZT/fWrXi2bAXAMnYMtunTu53dM6anE3/KApo+/ZRgXT1NH32kB1/hgNIb9PJ//1mMvbqRTHsW11z8+z5nDtsdRz8FXRHm/Pxw4FXYdeDVWvY0/XTGb2H7W/pcsMIv9LLEwi8Jvv1rAvWjIOsYzLNy9aYcvfx7tMl67d6NZfy4aFlosLGR5q++IlhXD+gljbbp01sOtHgb4dVFsO+Tlh2qRkgbB1lTmZo+DhWF0uZSKl2VZMR1vJg3oL+OhgNQsbXlVLkNqneDFsQAWNXJeMbfjGvdeowZGUdMyaF3925CXh/m3OExPdAjjlwSeAkhxOEQCoEWpDeBl9ulBw5WU1yv2j0PBMvIkZjz8/EVFOgBmMuFe/0GvDt2YJ04EfOoUYcEYJon0lxjAOZ4mc2gAJpebhhZJyzkdEJIQzGZBixA6S5jeoYeeFVVHZIl0gIBQi4XIbeHkKsZze0m5HYTcrkJuVwt3RAVMOePwDp5Uo9a+feGoijcNus2Lnn3Et7Z9w6LJi1icqo+/8eQlIRqtxNqbsZfXoEpJ1v/9w+3sbdOntzlXKH2GJOTSTj1VD34cjbS+NHHxC+Yj2q3c9/Ke9G27CDOGMdl5/yK+JTBsYSNKTsbxWgk1NxMoLo6uq5bt5nj4NhL9FN9EexYDjvewbt2NTjLMAWLUV94AxJzYPzZejYs/yQw9uyzonXWyxvOerXXQMM8vKXUkcYKWPZ9KN8EJjvkzICKLeCu04Olym3YgbHZWey0mNn4t5M5I2UyZE7RM2OZk8Fdrz+mchtU6I/B6+zgb5EAvkas7MGflESwvh7XmrXEz+t7uWlf+QoLca1bD4Bn61YMDgfm/DxMuXkY4mP72SOOHBJ4CSHE4RDyt1zuQeAV0kL4XI0A2OIcA3KEv7cUVcUyahTmESPw7d+PZ9t2Qi4XrnXr8UQCsJEjowHYgM7xUvS1wUIeLyGPJ3oEvKWxRuyPPhvT9R/c/vJyXKtXtwq0XGh+fxeP1sv2rJMmHdaW+JPTJnPeqPN4Z987PLL6Ef5+1t+j70FTdjbe3bvxFxfjLz6Ar7AIgLgZ07GMHdur5/MGvZRptZROtNP0yWoaiyqp2f4Sq0YEOHBgK1M8Kt875mJyZ83vt9c40BSjEVNODr7CQnyFhT0PvFpLyoMTrkM77lp8cS/DgQ1Y4guh+gtwlsDqv+kniwPGngETzoExZ4C16/eMoihYp0ym+cuVeHfvJtjQ0NJAIyNdb6DRupy1Zi+88B2oL4S4NLj8n3rgpWn6WMq3QMVmKN/MsfUb2UmIjbg5Y8//YM//Oh+MaoL08ZAxCTIn6YFaxiSwp8PvMlBCXuxTx+D8ci3+0lJ8BQXdWyh8gITc7mjQZXA4CDY6CTY04N60GfemzRhTUzDl5WHOzT1isnMiNiTwEkKIw6H1ekjG7gceTf4mTAG9p3JcfFI/D6p/KKqKZfTolgBs+3ZCLjeutevwbN+BdeIEzCNHEgpnvAaqM6NisYLH26bBRjTwOgLKfoypqaAqaF4f3n37D7lfMRpR42woNhuqLQ41Lg7VZtXPEx0xO2p+04ybWFG4gjUVa/j4wMfRta1MOXrg5Sss1DdUFezHHdflnBt3wM2a8jWUNJVQ2lxKaVMpZU1llDSVUOOpiW5nRmN6rUa8G2zlMEaFM0ecxeQ55/X7AtwDzTwiXw+8DhzQy/T6uIi2v6QETTOhjp2H8bzfQ9AH+z+FHe/CzveguRK2/Es/qSa9Pf1pd4EtqdP9mnJyolkvf0lJxw00itfCSxeCqwaSR8Ki1yE1nMVVFH3NMsdwGK93hjx271u89sWv2Zg3A+acp2e4yrdA5XawOvTMV+sAK3VMxxm7+AxoqsCAE9vkybg3b9FLDjMzYxbUuNauQ/P5MCQnkXD66WiBAP7iYnyFhXqWu0Zvse/esAFjRgbmvDxMw4cf0uWzO7xBL9d+cC0N3gZePOfFNh1HxZFPAi8hhDgcguGMhjGuR/MwGn2NmP1gUo1Y4o7sL1jFoLcyN48ciW/fvnAA5tIDsG3bIKQHkAM1Ty2yHlCbwOsIaKwRoRiN2E84gUBlJYrVGg6ubHpgZbUeMWWkB8uyZ/HDST/k2c3P8se1f2Te8HmYVBPG9HR9YWi/H8VowD5nTpfrhm2t2covPv0FBxoPdLiNzWgjJz6HYfZhDB+fycTdHtLdJjLsmWSm5vc6mxZLxowMVKuekQ2Ul/dqfbXWok01RozQgzjVCuPO0k+hEJSsgR3v6GWJNbthzf/Try9cApO/2+FnkKIo2I6ZStMXX2CIP6iBRsTuFfDaD/XlMYZNg8v/BfGdd1Q8Nl1vsLGtsQjfjB9gNvThvZ6YA00V4CzFMmEhvpISgrV1uNasIX7evN7vt5d8BQXRINUebiSjmM1YRo3CMmoUIbcb34ED+IuK9ACsopJARSWsXYspa5hejhguR+2Ox9Y+xrpKvXnNC9te4Ppp1w/kyztiBZua9INVR8C8556QwEsIIQ6HSKlhT1vJR9bwMtqOiFby3aEYDFjGjsU8ahTevXvx7tgRLTNUzOYBW8S4vc6GR8IaXq2Zc3Mx5+bGehg99qMpP+L13a9T4Czgnzv/yWUTL0NRVawTxuMrLCRu1qxO25lrmsbLO17mkTWP4A/5SbOlMTVtKtnx2WTbs/Xz8GWHpW1JrXaCn+aVK/FXVurZohgsgt1Xiqpiys2LZgj7EnhF5tUBmEeNOnQDVYXc4/TTGffB/s/gnZ9DzR74149gw0twziOQ0n4nRFN2No5zz0Wx2Q7NzK1fBm/9TJ+vOvpUuOgFsHR9QCgvIY9kSzJ13jq2126PBmK9kpgNpevAWYKiqtiPOw7nBx/gLy3Du38/lj52eOyJkNuNa/0GAGyTJ7f7OaPabFjHjcM6bhzBpib8RUX4ig7oWcXSUvylpah2O4nnnN1lJvSLki94cfuL0ev/2PYPLplwCcnW5E4eNTR5Nm3Cd6C4T6XNsdC3XLcQQoguGQwGFhx3LAtGGDFYet5K3hwAq8F6RLSS7wnFYMA6bhyJ55yDbfo0VLsdc97ABR2RwDTStj7k8+nrDcFhnRc1FMWb41k8bTEAT218Cqcv3PBl0iQSzz6706DL6XNyyye3sOSbJfhDfk7JPYX/nP8fHj/1cW4/7nZ+OPmHnJ5/OpNSJ5FkTTpkHqNiMhE/fz6O889v29hhkDGP0Esw/aWl3ZrT1xFvQQGgz7vqVoOVkSfD9SthwR1gMOvzq548AT7/Q0sm/iCq3d42CNA0+OwRePMGPeg65hK49NVuBV2gZ9IiwdbGyo3dekxHtsTFU24w6PPI0LPZtil6t0j3+g2EXK4+7b8nXGvWREsMLRMmdLm9IT5e/z+z8CwSF56FddLEaOOVYE1Np4+t9dTymy9+A8Al4y9hYspEmv3N/H3L3/vltQw2gWp90Xj1CKhm6AkJvIQQYoAZDAYWzJ6sB17m3iyerB0xreR7QzEasY4bh+O8c4mbOXPgnuegUsNImaFqtx+xZXyDyXfHfpdRjlHUe+v526a/desxW6q3cNHbF/G/ov9hVI38avav+NMpf8Jh6fmPpd7MhzmSGFNSMCTEowWC0aYVPaVpGr7w/MAeZXaMFlhwux6AjZgHAQ98eC/89WQoWtX5Y0NBWH4bfPRb/frcm+E7T/e4a+LB63n1xorCFVxat5ILhg9jZc3W6O2W8eMxpqag+f241qzp9f57wrt/P/7SsjYlhj1hcDiwTZ2KKXsYoC9O3RFN07j7y7up8dQwJmkMt866lZ9N19ewe3nHy1Q0V/T+hQxCoeZmvYpCVTCmpMR6OD0igZcQQhwOfj3z0qtSQ3+k1HBwZbwOt4NLDUNHUGONocCoGrl11q0AvLj9RUqaOg4eNE3jxW0v8oP3fkBJUwk58Tm8cPYLLJq06IjqzHm4mcKNR6INSXooUFFByOVCMZkwDR/e8x2kjYUr3oYLnoa4VL11+9/PhLdv0lvAH8zvgX9eoXdKRIGFv4cz7u3VemHRjFcvA6+K5gru/epeAJpVlcXuHbyx+w1AL+WMO+44FIOKv6y83eY1/SmyfAaAbcqUPpUyGzP0dc0ClR0HT//c9U8+Kf4Ek2riwXkPYjVaOSnnJGZkzMAb9PLMpmd6/fyDUSTbZUxO7vbcuCOFBF5CCDHANE2jsryUyuYQmrE3GS998eTBNon4cDu41DDaWOMIaCU/VMzLmcfxw47HH/Lzp7V/anebBm8DN398M79f/XsCoQCn553Oa996jSlpPVg8eIiKdHz0V1QQ8nh6/Hjf/v3h/eT1/genosC0S+Gna2D6Iv22tc/BE7Nh87/0skLQA7EXvwvb39ZLFL//dzjhut49JzA5dTIGxUCFq4Ly5vIePTakhfi/L/+PBm8Dk+LzObepmYACd628iyc3PImmaRgSE7FGSg43bCDU3NzrsXbFtXYtmt+PISUZy/jxfdqXMVNfjy5QU4MWCBxy/76GfTy8+mEAbp5xM+NT9OdTFIUbZ9wIwL93/5sDzo4b1gw1gXBZpiE1NcYj6TkJvIQQYoD5/X6eXPYWT6724Vd7FjxFAi+LYfCWGh4uarjUMBQpNTzCGmsMBYqi8ItZv0BB4b2C99hUtanN/ZuqNnHR2xfx0YGPMKkm7jjuDv6w4A8kmmWOHehzfIypKaCBr6io24/TNI1gQwO+4mKgg6YaPRWXAuf/Ba5cDmnjoLkKXv+xvjZXwZfw97Oh8EuwJOrt4qd8t29PZ4pjXPI4ADZUbejRY1/a/hJflX2F1WBlyXF3sKSqhmsamgB9zuFvvvwN/qD/sJQcevf1rcTwYIb4eH19tJAWzeRE+IN+bv/sdjxBD3OGzWHRpEVt7p+ZOZO52XMJaAGe3Phkn8YxmEQzXn1ZEy9GJPASQojDIbKOV09LDT0NLRkvKTXsVCQw1Tze6A9VkFLD/jY+ZTznjzkfgIdXP4ymaWiaxj+2/oMr3ruC0uZSchNyeeGcF/Tuh0dxaWF7THl5QPvlhpqm6Z3vSkrwbN9O89ercH7wAQ3//jfO/74PIQ1DUtKhLd77YsRcuO4LOOU3YLDAvo/huXOgajvEZ8FV7+kNOvpBbxps7K7bzR/X/hGA22bdxqjs41BQuLG2lrum34JBMfDW3re44cMbaPI3tZQcllfgDbfd7y8hlwv3hg0A2KZO7bfPlmi5YUXbcsM/b/gz22u3k2RJ4ncn/Q5VOfRn+89m6HO93t33Lnvq9vTLeI5kmt8frWYwSsZLCCFEuyLt5HuweDJAs6setPAcL8l4dSoSmGqBAKGGBrRAEMWgonan85vokZ9O+yk2o40NVRv41+5/ceNHN/LImkcIaAHOzD+TV897lcmpk2M9zCOSOS8PFAjW1uHdt//QAOvd5TR98SXuTZvxFRYSrKuPvpcNyUnYpvWhFXtHjBaY/wu44SsYtUC/LXUsXL0CsvqvRDTSYOPgTGlHfEEft39+O76Qj3k587ho/EVgMEG8Xp53Ydp0Hj/1cWxGG1+Xfc0V/72CKoML69SpQLjLYT+WHLpWr0bz+zGmpvS5xLA1U6YeePlbBV6rylbx3JbnALjnxHvIiMto97GTUydzRv4ZaGg8seGJfhvTkSpQWwca+vqHcT3rEnwkGFwz0oQQYrAK9m4dL1dzPSpgtcX3uaRlqFPMZlAVCGn4K/UOYWpiovzdBkCmPZMrJl/B0xuf5r6v7gPArJr55exfctH4iyTL1QnVasWUlYW/rBzX6tXtbKBgSEjEkOTAkJiImujA4Eg8tMX7QEgdDT/4D5Rt1BtxmO39uvvoQsq12/AGvVgMnWfx/7z+z+yq20WKNYX75t7X8r5KzIamcnCWcPKEc3lu4XMs/nAxu+t2c/nyy/nLqX8hJy2VQHWNvrDy/Pl9Hrt33z785RUohnAjj358j0fmeQXr6gn5fDRqbu784k40NL4/7vuclndap49fPG0xHxZ9yIdFH7KlesuQnk8ZqK4CwJg2+LJdIBkvIYQ4PKKlhj07QuduCq+XFCdzZLoj0oAkEG7NbHAkxXA0Q9tVk68izabPschPzGfZucu4eMLFEnR1g2XCBFSbFYPDgTkvF+uUydjnziXxnLNJ+t73SFx4FvYTTsA6aRLm4TkYEhIO3wEERYHsaf0edAEMjx9OijWFQCjAtpptnW67qmwV/9j6DwDumXNP9L0GgCO8nluD3llzUuoklp2zjFGOUVS6Krny/SvZnKu1lBzu3duncYeam6NdDK1Tp/b7uoCqzYYhMQEAf2Ul9351L5WuSkYkjuAXs37R5eNHJ43mvFHnAfD4usf7dWxHmuAgbqwBEngJIcTh0cuMl9elB142u8xT6o5Iy/1AOOMljTUGTpwpjqdPf5rbZt3GK+e+woSUrheQFTpTRgaOb39bD7DmzME2efLhD7BiQFEUpqVPAzqf59XgbeDXX/w6mvE5Je+UthskhgMvZ8uSBtnx2Tx/9vPMypxFs7+ZxV//gpVJehMG94aNfSo5dK1ZgxYIYExLxTJuXK/305nIPK9P1v2LFYUrMCpGHpz3IHHdPFh3/bHXY1SNfFX2Fd+UfTMgY4w1TdMIVOuBV2eLth/Jhu7/biGEOJJEMl49nOPldTUCYLMn9fOAhqbW87xAWskPtPEp47li8hXEm2UeneierhZS1jSN3339OypcFeQn5ref8Wkn8AJwWBz89Yy/cs7IcwhoAX5V/AQrGlejBfw0fvwJ7k2bCFRVoYVC3R6vd+/elhLD2bMHLKNrzMyk1lPL26ueB2Dx9MVMTuv+PMnhCcP5/tjvA/D4+sfRIssCDCEhpxPN70cxGgZt0yQJvIQQYoAZDAZOHJvKiblGDJbul+9omobfrR+ltcf3YxezISyyllfEYP1yFmKoar2QcnvBwbv73+W/Bf/FoBhYctKS9jM+idn6ubP0kLvMBjNL5i3h6qlXg6LwSOg9/l34Dv4mJ57tO2j86GMa/vMmzV99ha+gILr8RHtCzc24N+gB4kCUGLampSbxxu43MDZ7OSF5OldNvqrH+7j2mGuxGqxsrNrIZ8WfDcAoYyu6fldKyqDNDEtzDSGEGGAGg4EzJ6eCYgRr9zMDzf5mjH79yGx8QspADa9HQiGNz/dU85/1JRhUhfGZCYzLSmB8ZgKZiZaYz+9RrZY2l2XRaSGOLJNTJ2NUjFS5qyhrLiM7Pjt6X2lTKfd/fT8A1x17HVPTp7a/E8dw/byhuN27VUXlphk3Mcw+jPtX3c8TqevZqxm5Pe9qQhVVaD4fvqID+Ir0RYeNqSkYhw3DlJ2NISkp+jnWvHq1XmKYnjZgJYYRz+54ju2hYtKNVn4x7iYMqqHH+0iPS+fSiZeydMtSHl//OPOGz2u3BX13udatx19aijEtFWNGBsb0dAwJCb3eX18N5vW7IiTwEkKIw8Hv1s97MMer0deIOaBhUAwxb65R1+zjn2sPsGxVEYU1rna3cdhM4UAsXj/PTGB8VgJJcebDNk6l1VpnMr9LiCOP1WhlfMp4ttZsZUPlhmjgFQwFuePzO2jyN3Fs+rF6xqojkYxXYxmEQtBB9uOi8ReRZc/i1k9u5W3fGuzqGO684E6CNTX4y8rwl5YRrK8nUFNLoKYWz5atqDYrxqwsFKOJQEUlitEwoCWGAOsq1vHs5mcZHa9wleNckpzBXu/rR5N/xD93/pNddbv4oOADFo5c2Kv9hFwuvLt3A+BrbsZXqC/4rcbZMKZnYMxIx5iRgeEwLtcRaawxGNfvipDASwghBpimaTQ0OMGj4TBa6e7Xt9PnbFk82dqzphz9QdM0NhY38MJXhby9qRRfQM++JViNfG/GcJLiTOyqaGRneSMFNS4a3H6+Kajlm4LaNvvJSLAwPksPxPJS4kiLt5AWbyY9wUJagoUEi7HfftS0LjWUMkMhjkzTMqaxtWYrG6s2cs6ocwBYunUp6yrXEWeMY8lJSzCqnfxETRiGvhiaD1zVEN/+GlcAJw8/mQfnPcjNn9zMKztfYVTSKC6dcCnGtDRsU6cScrnwl5fjLy0jUFFOyO3Bt78g+njr1KkDmuVp9DVy5xd3EtJCzJxyBpPdUwhUVvV6f0nWJK6YfAV/2fAXntjwBKfnn97537IDviI90DIkJ2Ealk2gqopATTUhlxtfYWF0AXA1Li6aDdMDsf7vhgkQ8noJOvU5z4O1oyFI4CWEEAPO7/fz2H93gdPLnZeZ6G7+x+lzYvbriye3LqEbaG5fkLc2lvDC14VsKXFGb5+cncgP5+TzrWOziTO3/frw+IPsq2rWA7GKRnaV6+fFdW4qG71UNnr5fHd1u89nMaqkxVv0QCzeQnqCmfR4PShLi7egKtDoCdDkDdAUPm9sdbn17ZbaSsYXbsViUqnfbSB+h0Z+qp0RqXHkp8aRn2on1W6OeUmkEEezY9OPZdn2ZdEGG9tqtvGX9X8B4Pbjbic3MbfzHUQWUQ6v5dVZ4AVwWv5p3DTjJv607k/8/pvfk5+Qz4k5JwJ64GAZNQrLqFFowSCB6mr8paUEKiowJCVhGTu27y+4E0tWLaGkqYSc+BxuPO1uAstXEGpuJtjU1Ots0g8m/YCXtr9EobOQt/a+xXfHfrfH+/AV6IGVZfRoLKNHA3rTokBNLYHKSgJVlQRqagi5XPgKCvAVFAD639OUk41t2rR+nYcVbSOfmBBtojQYSeAlhBCHQy/ayTu94YyXxYpyGOYq7a1qYtnXRfxr7QGcHr0roNmoct4xw/jBCflMy03qMGCxmgxMyk5kUnbbksgmb4Dd4azYroomyp1uqhq9VDf5qGr00uQN4A2EKKl3U1Lv7vNrcHg1xmgaLl+Q1TVBnE2HTr6PtxjJT41jRKqdvNS4cFBmZ+KwRBw2U5/HIIToXKTBxs7andR76rn989sJaAFOzzudC8Zc0L2dOHL0wKuhBLKnd7n5j6f8mP0N+3lr71vc+umt+rpfSaPabKMYDJgyMzGFFzQeaLvqdvH2vrdRFZUH5z1Igj2JxtRUAlXVBCorex142U12rp56NQ+veZinNj7FuaPO7XKx6taC9fUEGxpAVTDltgTBitGIKTMDU6Ye6GqBAIHqaj0bVllJoLY2XKK4B2N6OubcLgLoHojM7xrM2S6QwEsIIQ6PUCTw6v4Cyk5XHWoIrAbbgB3hC4Y0Vmyr4IWvC/hyT0309ryUOC4/Po8LZ+WSYu/9HK14i5HpeclMz2u/K6PbF6S6yUtVkzcckLWcVzf6qGryRvcTbzWSYDFGL8dbjCRYjcRbTNHr8SEf5k8DeAIa58+eS2G9h4IaF4U1zRTWuChtcNPkDbC11MnWUmebsZiNKmdNzuKS2bnMGZWKqkpWTIiBMMw+jHRbOlXuKn760U/Z37CfdFs6d825q/vZ6MRsKFnbbmfD9iiKwt1z7qa4sZh1letY/OFiXjr3JZKtsesY+9L2lwA4Le80pmVMA8CYnhENvCyjRnXy6M5dPOFint/2POXN5fxz5z9ZNGlRtx8bKSM0ZWejmjv+/FeMRkxZWZiysgDQ/H7cGzbg3bcff3FxPwde4fldg7ixBkjgJYQQh0cwvI5XDzJeTU36XCmz2YZi6t9MjNsX5F9rD/C3L/ZHm2UoCpw2IYNFJ+Rz8tj0wxJ42MwGclPiyE3pfkDaFY97BorVxsRROYfe5w9SXOeisMYVDcgKalzsq2qiuM7N2xtLeXtjKbkpNi6amcv3Zw1nmOPwz68TYihTFIVj04/lf0X/i5Yb/nbub3sWBCWGOxs62+9s2B6zwcxjpzzGpe9eSnFTMTd/fDPPnvksZsPhawAUUeep45197wCwaGJLUGTMzIBt2whUVPRp/xaDheuOvY57v7qXZzc/y3fHfrdbizFrmhYNvMz5I3r0nIrJhHnUKD3wKi1DCwZRDD3vznjImEIhgnX696EEXkIIIboW6nmpYXMk8Irrv8nKtc0+nv+qgOe/KqS22QdAUpyJS4/L47Lj8vo1AIoV66RJHd9nMjAmI4ExGYdOlt9S0sArq4t4c0MpB2rdPLpiF3/83y4WjM/golm5nDYxA5NhcK4dI8SRZlrGNP5X9D8ALp94OXNz5vZsB47IIsrdy3hFJFuT+ctpf2HR8kWsq1zHfV/dx2/n/vawz/t8fffreINeJqZMZHpGS6mkMTUVxWgg5PESbGjoU5Og88ecz9ItSylqLOLF7S9y7THXdvmYQGUlIbcHxWzGNCyrx89pSElBtVkJuT0EKiowZWd3/aAuBOvr0QJBFLMZNYbt7PuDfIMIIcThEMl4Gbs/V8vVVA+AJa7vXzRFNS7uenMLJz74IY/9bze1zT6GJ9u451uTWHn7qfxq4YQhEXT1xZQcB7+7YCrf3Hk6f7joWI4bmUJIg492VHLdi2uZs+RDlry3nX1VTbEeqhCD3onZJ6IqKmOTx3LzjJt7voNIS/mGkh4/dHTSaB6e/zCqovLm3jdZunVpz5+/D/whPy/veBmARZMWtQn6FIMhmtXx9zHrZVJNLJ62GIDntjxHg7ehy8dEmmqYc4f3KlulKAqmHD0o9pf0/N+mPS3rd6UO+sZIEngJIcRACwVBi5Qadj+4cbv0L8m+rOG18UA9i5etY8EjH/P8V4V4/CGm5CTy50un88ltC7hy7shDOhQe7WxmA9+dMZzXfjKHj26dz3XzR5MWb6G6ycdfP93HqY9+ykVPf8W/1hbT4PajaVqshyzEoDM2eSxvXfAWL579ItYeHJCKipYa9u7H/Uk5J/HL2b8E4LG1j/Fh0Ye92k9vfFj0IZWuSlKsKSwcceg6W8YMvXlFX9rKRywcuZCxyWNp9Dfy3NbnOt1WCwTwF+ulm+b8/F4/p2m4/m/jKynpl8/HobB+V4R82wohxABTg15mZ+tHDlVL98sGPS69+YPV3rNSE03T+GRnFX/9bC9f72tZU2v+uHR+cvIo5owe/EcND5dR6fHcfvYEbj1zHB/vqOTV1Qf4eGdlm/XKzAaVZLuJFLuFlMh53EHX7eY2J8MAz58LhTQCIQ2zUY6viiNXfmLvf9xHM17O0k4XUe7MZRMuY3/Dfl7d+Sp3fH4Hz5/9PBNSJvR+TN20bNsyQF/gub35ZS2BVyWapvXp81pVVH427Wfc+PGNLNu+jKumXEWiuf2Def7SUrRAANVux5ie3uvnNKano5jNaF4fgaoqTBmdt/vvSktHw8E9vwsk8BJCiAFn1PycOy7cHMPa/fbAvma9pC0uPqnT7TRNo87lp6jWxbZSJ/9YWcDOCn2hSaOq8O1js7nm5FFMHNb7zNnRzmRQOXNyFmdOzqK8wcPr64p5bc0BCmtc+IIhKpxeKpzebu3LalKZmuPg2OFJHJubxLTcJIYn2/r046rS6WH9gXo2Hqhnw4F6Nhc34PIHGZsRz7HDkzgmV3++8VkJR8U8tci6cpWNHkam2clNjpMulUNNQhYoqj5/trkKEnreAl5RFH513K8odBbyddnX/PTDn/LyuS+THtezoKPS6eG9LeW8v7WcZm+A3JQ48sJNg/LCp2EOK0aDytbqrWyo2oBRNXLx+Ivb3Z8hORnFZELz+wnW1WFMSenxa2ttQe4CcuJzKGkqYVvNNk4YdkK727U01ehdQOwLhFhXVMeBWheZfitJtXUkbN9HhiOFOLOhV59xoeZmQi43KGBM7dvf4UgggdcgVun08OLXhYzOiGdsRgKj0u1YTX3vHhNLmqahacgXpBhaAuH1qYy2Hh2V9bn1wMtuT8btC3KgzsWBWhdFtS4O1Lqj1w/Uumj2Bds81m42cOlxefzopJFkJ0lXvv6U5bCy+JQxLD5lDG5fkFqXj7pmHzXNPmqbvdQ2+9uc1zX7qWn2Utvso97tx+MPsbqgjtUFddF9ptjNHDNcD46m5SZxzHAHqfHtLyHQ7A2wuaSBDa0CrbIGT7vb7ihvZEd5I6+uOQDoLfMnDUvk2OEOjhmuP8+o9PgBz8ANlGZvgL1VTeyuaGJ3ZRN7KpvYU9lIUa2LUKsKJ7vZwPisBCYMS2Ri+HxCVgIJ1iNn3TaPP0hNs4+aJi81TT6qm/T3TE2zfrmmSX//xFsMbbOq8WZS4vRMamq8meQ4M8lxJoxDPcCOLKLcWKaXG/Yi8AJ9HtSjCx7l8ncvp8BZwE0f38Tfz/p7l+WPFU4P720uY/nmclYX1tK6om5j8aFzqQyqQk6SDdJfAhVG2eby9W4feSn1jMtMaPP7TVFVjOnp0YWc+xp4KYrChJQJlDSVsKduT7uBV8jjwV9WBoA5P69b+9U0jX3VzXy+q4rPd1fz1b4aXOHvoozmWmZW7cP9RTGfvFeDxaiSFm+Jvk9T7OaW63Yz6QkW8lPtDE+2tTk4FIgsnJyUhGIc/GHL4H8FR7GtpU4e/2hP9Lqi6GvvjM2IjwZjYzLiGZMRT7zlyPun9viD7CxvZFuZk22lTraVOdle5sTlC2IxqtjMBmwm/WQ1GaLXWy6r+nWzAbNBRVUUDKp+UhQwKJHLCgaFlsuqgkFRSLAayU2JY3iyDYfNJKVXYsA4nU4MPg0fJr7YWII/qOENhPAFQngDQXzRyy0nXyCEs6GBBODX7xax463/dvk8mYkWcpPjOHViBpcfny+LAR8GNrOBHLNN/0HVDcGQxv7qZjYeqGdjsR44bStzUtvs45OdVXyys2VOR26KLRqIxZmN0cfsqmhsE1SA/vk/LiOBabktWTRHnInNxQ1sKq5nU/jc6QmwIRysgX502242MCXHwbG5SYzPTCApzkSizUSC1UiiVT+3m40xOyDmDQSpafJR1uBmT2XbIKuzRbcdNhMZCRYKa/QDE+uK6llXVN9mm+HJNiZkJTJxWEL0PD/V3udAVAsv4l3b7IueapoPDtB94UBLD7YOPnjSVw6bidRwaWuyXQ/Oku1mUuwmkuMOvT3RauzwezAU0mj0BnC6/TS0OtW7Wi47PX4SLEYyEq1kJVrJcljISLCSmWgduJLXxJyWwCtnRu93Y07kL6f9hcuWX8bm6s3835f/x0MnP3TI36O8wcN7W8pYvrmMNYV1bYKt6XlJnDt1GMOT4yiu0w+QFYUPjB2oc+MLhDjgLMeesRoFWL9lKmvXrAcgI8HC0qtmMzm7pazcmJmhB16VlTBxYq9fW8SYpDF8WPQhe+r3tHu/r6gINDCkJGNI7Lg6ot7l48s9NXy+Ww+2Dv4/mBZvZuKwRBqb40lwFWL0+Ej0NuPETkm9u9P/s6D/VstOsjIi1U5+ahxT6woZXt9AWloOZn9w0CcYjrxf46LbUuPNXDI7l92VTeyuaMTpCVBYo69P87/tlW22zXZY2wRjw5NtpCdYyEiwkBxnHvAv1NpmXzi4amBbeOHSvVVNh/x4iIj8+KzHP6DjikiwGMlJtkUDsdzk8Hn4ekdHRUMhjWZfAKcnQKPHj9OtfzE5Pf7weQCTQWVSdiJTshM7PIIthg5N0yiscbGmsI61hXWsLazFVL6O2au8NGqN/Kt5NYqhOwGRxhmansWo8ljAhH6wIDlSwmKLrn8Veb8O9i+ko4FBVaIHxL43U5+A7g0E2V7WqAdWB+rZUFzPvqpmPatZ6+adTWWH7GeYw6oHZXlJHDs8ianDHe0eYMtJsrFwSnhx0/B7c2OrQGxLiZNmX5BV+2tZtb/2kMdHqIq+iLUekJlItBr1c5u+qHWcxUhc+KCY3WIkLnygzG4xYjMbiDMbsJtbLquKomdyDl40u0lfNLu60Rs9d3oCnf5N0+ItjMmwMzYjgbGZ8dG/b3q8BUVRCARD7K9uZnt5IzvCB/h2lDdS1uChuM5NcZ2b/21v6R5nMihYTQYsRhWTQcUcPo9cNhuU6G1mg4rJqB/4a3CHM51NekDlDYS69Z5ozWxQo9mA1HgLaeHsQGo4M5BkM+HyBQ/Jrh6cVdU0ogHRvurmbj23UVVIitMDsySbGU8g2BJUuf0dfl93R4rdTGailaxEC5mJ1ugpy2EhzmzEqLYcODWoCkZVDZ+HrxuU6MFUo6oSbzXqwXFiNpTQ45by7clLzOOPC/7ItR9cy38L/stIx0humHYDZQ1ulm8uZ/nmMtYW1rV5zIy8JM6ZOoyzpw7r9OBLKKRR2ejl8XVP8HZRkAzTeI6deDxFtS72VDVR2ejlkme+ZumVs5k1Qs9umTIycKPPb+qP9bDGJI8BYHf97nbv76jM0B8MseFAPZ/vquKz3dVsKq5v814wG1Rmj0zm5LHpzBubzoSshOhvyqYvjfiLS2DceJryx7ZkcZt80exubbOP6mYfFQ0eCmub8fhD0c++z3fDiaVbcPia2bDPTNmKerISreSnxjEi1U5eahxnTMpkXObgaTEvgdcgppeJJAH6F2pVkzdcZqEfEdxTqR8VrG7yUtrgobTBw+e7qw/Zj0FVSIs3k5FgJT3BQnq8hYxES9vL8VZUFTz+EB5/MHwKXw4EcfuCeAIhvP7I5SBuX4jCmma2ljopd7ZfBpNiNzM5O5FJwxKZFD5Ptpujz+H2hXD7g/rJF74tfNkd3sblCxIIhghqGsGQ/gEX0jSCmkYopBHUWt3W6rze7edArZvqJi+N3kC0JKc9SXEmhifbiLcYafQEwoGVHmz15Mso22Flco6DKdkOpg5PZEq2g4zEXnRzEkcMjz/IlpKGcJBVx7qiOqqbfG22manp1zXVxOwRKdisFixGFYvREP4hp2IxtT43oKhedr2rv7mevvJUxo0eiSNOMlhDkcVoYFo4SxXR4PazubiBjcV6dsrtCzJ1uCO6XWYvPjcURWFEmp0RaXbOn6a3ew4EQ+ypaooGYvurm2n0BPTPufBBJH9QI6SB0xMIB0GdH7EeCCaDQnq8hdHhoCoaZKXHk2zvfPFbo0FlbGYCYzMT+PaxLWsK1bt87Chv1AOxskZ2lDvZWdGIxx/CHwzQ/rdBz5iNajTr1PqUGs42pdotpIUDq9R4MwmWjrNO3RUMadS7fNS59B+4tc0+6lx+6lzhy82+aHmsfu6nyRsgENLCwW/HcxUtRpWkOBMOW+Rkjl5OsOrfjxWNHioaPJQ7PVQ6vfiCoWjWb/uhxxB6xaAqZCRYuFNV+Rawct1Gtvn2McxhI8thJTvJSnq8pctyy0Aw1JK9c/tpcuVzXs5P+U/xYzy18Sne+MbH7n1j2zxmZn6yHmxNyep2GbeqKqTEq3xZ+TYAvzjxahaOmAaA0+Pn6ufW8E1BLYv+3yqeXjSTBeMzMCQloVothDxeAjU1fW5QMTZJfx176vYc0rAj6HQSrK0DBcx5eplhMKTx0H93sGxVEU3etgc/xmXGM29sOvPGpnH8yFRs5vaDQnNODv7iEgwVZeROP7bLJUs0TQ9QC6qbKax1UVTpxPbRduqabKxOTIYglDv191bkQFF2klUCL3H4KYpCRoKVjAQrJ45u2/Wl3uWLBmGRwKy8wUNV+EhDMKT1aGJ4b41IjYsGV/q5g8xES8xL/Ny+ICX1eilAca2L4jp97kxxnZsDtS7qXHo5Rb2r4+yb2aCSaAuX5dj0o8GJNhOJVhONHj/bSp3sq26OBsArtrUcXU1PsDAlO5GpOQ49KMtxkO2wEtJoCXIDbQNebzjgbQmE9SOrDpsp+qWYFGciKc6MvRcTWj3+YJsjU63nGjR5A8RbjMRbjCSEj3rr50YSLK0uW00dlpcEgiE8gVA0mG4dUEduj5Tg+YMagVCo5XIwhD8YwtfBZX9IvxwIagddDp8HQwRCke31QNwWOVIfPiJvtxiIM+tH7VvOW47kg17qu6agli0lTnzBtke2zQaVqcMdzMpPZkZ+MtO9QZ78BhLtNl665gTM5s5/KAKUNZby+7fAoKjMGJuH4QiaiyIGnsNm4qSxaZw0dmC7eBkNKhOyEpmQlchFs3IPuV/T9LLYyMEmp8cfDcoiB6GaPAFcviAuX+S89WX93O0L0uwLRD+rQA+m0uIt4ZM+xyN6PcESPiCoXx+IcvCkODMnjErlhFEtLaqDIY1ypwePP6h/ngQ0fMEgvoD+2aF/DoXwBVs+k/zhzx6HzRTOVlmigVVvPn/7yqAq4UDOwphu/lb3BoLUu/zRwKzO5cdiVHHEmUgKB1aJNlOPs+qRxj8V4R/LFQ0eKpxe/XL45A2ECIb0z/lgUO/GGQzpB09bXw+EQtEDncGQRlmDh40GO98yQVXpfn5XuL3Nc6sKZCRYGZZkZZjDioJCvdvXUh7p8tPobS+bmoUlYx7m1M8pMz2Pav4pM4ZNCGe2shjm6N2c2f8W/JdaTy0ZcRmclnda9PZEq4l//Og4bli2lo93VnHN82v448XTOO+YbIwZGfiKDhCoqOxz4JWXmIdRNeIKuChrLiM7vuUghK+wCADTsGGoViu+QIhbXtsQzbYnx5k4KRxozRub1u2/gSk7G1SFYIOTYGMjhi4WP1YUJZoNPX5UKv7KSpoa81DjbPz6vPOoc/kprGmmsMZFQU0zRTUuJg3r/QLTsXDUBl5PPvkkDz/8MGVlZUyePJnHHnuMefPmxXpYAyIpzsysESnR9HVr/mAoWubR+lQZudzqvpCmYTUZsEbmVpkMWEwGrOH5WFZj+D6zAYtRvz8r0cLkHMcRN4m5NZvZwJiMBMZktP+B0OQNUFynNzNw+4NtgqpIsGUxql1+uTZ6/Gwva2RzSQNbSxrYUtrAnsomqhq9fLyzio9bze0wqArBvtR1tGJUFf2IZPgLNClOL1dxxOmBUV0kuAqXrtQ0+aKTY/vKbFRJtBqxmgx4WwWP/uDQWvcoLd7MzPzk6GlKjgOLseUHim9j+O+pdv//gLNRz05bjTZUi5SoithQFCX8uW+gg4/IHgmFNNz+IIGQ1umcoliJNkA4yliMBjITDb3KpHZGUZRolq8/uqpGlkmoc/korXfD1gpYtYwZjmbOyx5GeYOHsgY9oAuEg+hyp4f1Xew3wWLUvyMj2Tzrj9hOPdVsZsr0t3nxW5f1bq2xME3TeHHbiwBcOuFSTAd9F9jMBv76g1nc+s+NvL2xlJ+9vJ5GT4DvZmbqgVdVZXu77RGTamKUYxS76naxu273QYFXuMwwLw+3L8j1y9byyc4qTAaFh79/LN8+NrtXU1IUsxlTRgb+8gr8xcUYejhXrfX6Xa3fS9Pzkns8liPFURl4vfrqq9x88808+eSTzJ07l7/+9a+cffbZbNu2jby87nVyGSpMBpVhDluvj+AcDeItxugR4b5IsJo4bmQKx41sCYDdviDbypxsLW1gS0kDW0qc7KpoJHBQ0BUpQYsEvtZwYGsN3xb5ke90+6NH9OrdfnwBPbtTE85W9URkrkHkCG5a+APPbjHi8gVaypE8eplKY3ieW2P46DforWUPLrs7WCSQjzRKsRr17JPV1GpehUHFaFCi102dXDaqCsbo5ZbHGdXwefh2k0HfzqAoeAJBmr1tj9Y3e4O4fQGaW12P3OcLhBiXlcDMvGRmjUgmLyWu8x+QgXCprdr9j9xGZ7iTk62LfQsxiKiqgv0IbPYkBgdVVTCrLVkRmAyrINdYxxOXtTTXCIXLJsvCgVh5gxtFUaKNYyIHIR3hCpX2ShKr3Y/zvbe+x37nHh5Z8wi/OeE3vR73+sr1bK/djsVg4ftjv9/uNmajymMXTyPRamTZqiLu+Pdmmhbk8X30zn6a349i6tsB7DFJY/TAq34383PnAxCoqiLU3IxiNOJOzeCav3/DNwW1WE1qtOyxL0w5OXrgVVKCtYeB11BavyviqPz0+8Mf/sCPf/xjrr76agAee+wx3n//fZ566imWLFnS7f34fD58vp79mO1P9VV7KNz1ScyeX/SficDEVLgwVS/Dc/lC0SDCoKq9WRcS0PcVnScXCOL1tczJc/uDBIKaPinebMBuMmCzGLGbDMRZwsFcR7/3jUAnpdrBkF5+4/WH9PkSoVA08GkJlvQAqMPn6CkN6HwO/iGb+8MnAHv41IYpfOpozWMnVG6Cro5F+gtXUxI0gC/Ims3/w9SNL8+d+1YTDGooJmtMP2eEEOKIZUuHoAa1peDxtFmuI8mqkmSNY2Jm5/OKQsEA7RV5JLq93DvqchZv+hMvb32ZWUoSp6ZN79Uw/7HlaUKBEGenzSSuZCudfaLfNVVjrMfJf9YX8+5H20g31DEn245r7XuY0lM7eWTXRgZMhAIhdhasxBenB0GurbvxVZXgT0vj0SeX4qtuZo7ZyK8WTmCScTe+ve034+iIJ+hjV3MxGuEDyF4/atEWKIKQvQCsXZfaR6hrN4E/SCizBlxft7tN3rDZJKeM7tEYB0J3v6cVTdOGVs1PF3w+H3Fxcfzzn//kO9/5TvT2m266iQ0bNvDpp58e8hiv14vX2zL/yel0kpuby+23344lhiVARbs/Z9veTTF7fiFE94RCUFqqdxbLzrb3KJCOT0rnpBMuGqCRCSHEIBYKwWcPARrM+RlYur9AfacCHvjqSQh6WWm1ssFqwaJpXOxsIl7rWbfKRkVlmSOBEHCxs4nUUM9K+X3NBoJeFaM1hCmub9MACowmlsfHkRYMclFjE5oG3noTmgbmhAAGU99DgnfsdopMbfM62TUaVj9UJyo4O4+Do0wByK3W0BQoyFToaGRnJE1i7IgFfRpzf/B6vTz44IM0NDSQ2Ek7/qMu41VdXU0wGCQzs+1Ce5mZmZSXl7f7mCVLlnDvvfcejuH1iNFoxjTE10cUYijQFEiMN4FqxGy1dbt0UFFVhg+fPMCjE0KIQUpVwRwPvkbwOvsv8GqsgKAXFAPHY6U0pFGpKqxISOB8n4Lag1KNLUaNEBrDQ5Bq7tmUBW8whMsYRPOAMahgtBr7VCSSomiARp3BQMiahOaFkEHDGwriMVgwAHaLEUMvy9uDaJSEg7dEraWgRbEo2Hwa6W4Nxda9fcd5waaB16jvqyMm4+CaA33UBV4RB//wObi1Zmt33HEHt9xyS/R6JON16623dhrVCiGEEEKIAfT/PoXStfD9hTDxvP7Z5+r/B4mvw5gz4dKXuMJZxKXvXoor4CL9mOv4ybE/6dZu3AE377++kHSfkyXz/8Apeaf0eCjL1+zj/ceex6NB3aln8tgPju+wfXtXQlqIz145CXfAzWXffh3PZ/t4/o2v2G5Jxzd2Ikt/dFyfmstsq9nGv5dfToI5gU8v+jT6uzrY1ITzvf+CAo5vfxu1G519XWvW4N1fgHXCeGxTp/Z6TIeL0+nkwQcf7HK7oy7wSktLw2AwHJLdqqysPCQLFmGxWNotKTSbzd1qCy2EEEIIIQZAai5UrAN3JfTXb7L6vWBQIHsSmM2MSRvD3fPu5o7P7+Bv2//GnNw5zMqa1eVu3ix4k6ZQE7lJuZw+6nQMas8DpgtOnEDm9mN46aNtbNxWxDUvWvjblbNI7GWn6PFp49lUvYlPdm9kx3+24w1A4tSxPL34ZNLi+5Y92tu4F9WoMiVjStvfzSkp+FNTCTY0oFRVYR45sst9eZxOzEYjcVlZmAbBb+3uxgNHXaGa2Wxm5syZrFixos3tK1as4MQTT4zRqIQQQ5mmadFmPEfZtFohhBhYifpi4DhL+m+fVTv08/QJ0ZvOG3Ue3x79bUJaiNs/v516T32nu9A0jZe2vwTAZRMu61XQFXHs9HH8aO5IcoPNfFNQy6XPfE1NJwtdd2ZM8hgAXv/v//D6g2Rkp/P/bjy9z0EX6BkvgEmpkw65zzR8OAD+ktIu9xPy+Qg2OAEwpA2djoZwFAZeALfccgt/+9vf+Pvf/8727dv5+c9/TlFREdddd12shyaEGIL8fj8PPPAADzzwAH5/xwtxCyGE6KEBDbzGt7n518f/mvzEfCpcFdy98u5OD6R9XfY1e+r3EGeM4ztjv9Phdt1hzMhkRKqde+dmkGo3s7XUyel/+JQrl37Dkve285/1Jewod+ILdN34w+/W28NnNhUzNiOen191Gg5b/6yz2mnglaOvGxYoL0MLdN6COLJ+lyEhfsitY3nUlRoCXHzxxdTU1HDfffdRVlbGlClTWL58Ofn5+bEemhBCCCGE6K7E8ELAzq4zKd3SXAPNVfrltLaBV5wpjodOfojLl1/ORwc+4tWdr3LJhEva3c2y7csAOH/M+SSY+7b6uDEjHYBsY5DXrpzOFS9torjOzSc7q/hkZ1XLdqrCmIx4xmcl6OuPDktgQlYCWYlWFEXhtTUHeG2ln+RMjexQPT+ck0/i6K7L/rrDH/Kzq24X0H7gZUxORrXbCTU34y8vxxzOgLUnUB0OvIbQ+l0RR2XgBXDDDTdwww03xHoYQgghhBCitxzhH/AN/ZTximS7HHntdkmclDqJW2bewkOrH+Lh1Q8zPWM641PaBmhFziI+K/4M0MsM+0o1mzEkJxGsqyc32MT/bpnP1tIGtpc1srO8kR3lTnaUNdLoDbCjvJEd5Y28SUsg6rCZGJVuZ31RPYohi6w6CCiNqOkpqHHd7O/ehb31e/GFfCSYEshNyG13G/PwHDw7d+EvLu4i8NKDSWO6BF5CCCGEEEIcGSKlho2lEApCH+ZSAS2BV8aEDjdZNHERX5d9zWfFn/HLz37JK+e9gs3Y0g3w5R0vo6FxUs5JjHCM6Nt4wkyZmQTr6vFXVmIfMYKZ+SnMzE+J3q9pGqUNHnaUOaPB144yJ/uqm2lw+1lfVA/Aj+dMpfrrOEJaM+UpCikdPF9Pba/ZDsCE1Akddgk35YQDr9IytFAIpZ1FLbVQiGBtLQDG1L4tGH0kksBLCCGEEEIMTvGZoKgQCuglgglZfdtf1U79/KD5Xa0pisJv5/6W77/1ffY17OP33/yee068B4AmXxNv7HkD0AO0/mLMzIQdOwlUVHY4ppwkGzlJNk6b2NKl2+MPsreqiR1ljWQmWjk+VeUvq9PZpzazJ66RQ4sCe2drzVYAJqV0vEdDWhqq1ULI4yVQWYkp69B/q2BDA1ogiGIyoQ7BJZuOyuYaQgghhBBiCDAYIWGYfrk/yg2r9MxN646G7UmxprBk3hIUFF7f/TrvF7wPwJt736TZ38xIx0hOzO6/btnGtDRQFUIuF8Gmpm4/zmoyMDnbwfdmDueksWn4CwvJsKVT5YA9TQX9Nr5Ixqu9+V0RiqJgytEzlP6S9v+tgtXVABjTUjvMnA1mEngJIYQQQojBK9pgoz8Cr0jGa2KXmx4/7Hiunno1APeuvJcDjQeiLeQvn3B5vwYOitEYLb0LVLaf9eqKFgrhLyoiPS6DsmSF3fW7+2VsgVCAnXX6362zwAtat5UvabcrZCDS0XAIlhmCBF5CCDHgVFVl0qRJTJo0CbWdmnYhhBB90F8t5V210FShX04f162HXD/teo5JP4ZGfyNXvnclRY1FJJgT+Nbob/VtLO0wZuglhIGKil49PlBRQcjjJSMph9pE2FO/p1/Gta9hH96gF7vJTl5iXqfbGjMyUEwmQm5PtG18mzFWRTJeQ6+xBkjgJYQQA85oNHLRRRdx0UUXYTTK1FohhOhX/RV4RbJdicPB0r0W8CbVxEMnP0SCKYFKt56J+t7Y7xFn6p9uga1F2sr7exl4+QoLAcgePwNNUShvLqfR19jncUXW75qYMhFV6Ty0UFQVU7ZeGuovLm5zX8jlIuRygQLGlP5q+3FkkcBLCCGEEEIMXo5w4NXXOV7d6GjYnpz4HO4+8W4AVEXtcG2vvjKmpaEYDWheH8H6+h49VvP7o/OqksdMIjNOz571R9YrGnildl2eCS3lhr6D5nlFywwdSSim/lnU+Ugjh16FEEIIIcTg1V+LKEfnd/Us8AI4a8RZhLQQNqONnPicvo2jA4qqYkxLw19egb+yEkNSUrcf6y8pQQsEMSTEY0xNZWzyWCpcFeyu2830jOl9Glck8OpqfleEKSsLxaASamomWF8ffR2BVo01hioJvIQQYoD5fD4eeOABAO68807MZnOMRySEEENIYngx3j6XGkY6GnbcSr4zZ488u2/P3w3GjAz85RV6W/lx49A0Dc3nQ/N6o+chn6/ltvD1yNpYpvx8AMYmjeWLki/6nPEKhALsrO1eY40IxWjEmJmFv7QUX3EJtnDgFZnzNVTnd4EEXkIIIYQQYjCLZLway/q2iHIPOhrGijEzE9iMv6yU+jf+g+bzdf/BqoI5HHiNSR4D9L3UsKChAE/QQ5wxjhGJI7r9ONPwHPylpfhLSrBNmYwWCBCoqwPAkCqBlxBCCCGEEEeehCxQDPoiyk2VkDis5/tw1+uBG3S7o2EsGJKTUePiCLlcbYIuxWRCsZhRzGZUsxnFYkExW/Tr4dsNSUkY4uMBGJOkB16763ajaVqvW99vq9XLDCekTOiysUZrpuxsUCBYX0+wqQnN7YaQhmqzYoi392osg4EEXkIIIYQQYvBSDXrw5SzR53n1JvCKZLsSssHq6N/x9SNFUUg48wxCTmc4uNKDKqWHS5WMcoxCVVTqvfXUeGpIs/Uuy9TT+V0RqsWCMT2dQGWV3vQjvKbXUF2/K0K6GgohhBBCiMEt2lK+uPPtOtLLjoaxEAlaDImJqFZrj4MuAKvRSl6CvubW7rreL6Tc28ALwNxqMeVA9dCf3wUSeAkhhBBCiMGur50N+9DRcLCKlBv2dp5XMBRkR60esPYm8DLl6MFyoKqaQKW+BppRMl5CCCGEEEIcwRzhzoYNvc149a2j4WDU1wYbhc5C3AE3NqOtR401ItS4OIyp+kLJmt8PqoIhOblXYxksZI6XEEIMMFVVGTt2bPSyEEKIfhbNePWypfwg6GjY36IZr7reBV5ba7YCemMNQy87SZpycgjU6K3ujSkpKIZedqQcJCTwEkKIAWY0Grn88stjPQwhhBi6onO8elFq6HG2BGxHcEfD/jY2ST8guKd+DyEt1KOuhNAyv2tiSu+DVVNODu5Nm4GhX2YIUmoohBBCCCEGu0jg1dCLjFf1Lv08PgtsQ7vUrbXcxFxMqglXwEVpU88D1r401ogwJCZicOhdJI0ZGb3ez2AhgZcQQgghhBjcHOHAK7KIck9Uhud3DYKOhv3JpJoY5RgF9HyeV0gL9amxRmv2E+cQd9xsfW2vIU4CLyGEGGA+n4/777+f+++/H1+rBS+FEEL0k/hMfRFlLQhNFT17bKSV/FHU0TCitw02Cp2FuAIurAYrIx0j+zQGQ2IilpF928dgIYGXEEIcBn6/H7/fH+thCCHE0KQaICG8cHJP53lFG2scPR0NIyINNnq6llekzHB8yniMqrSM6C4JvIQQQgghxOAXKTfsaUv5aMbr6OloGNG6wUZP9EdjjaORBF5CCCGEEGLw680iyt5GaDigXz4aM17hUsP9Dfvxh7pfldEfjTWORhJ4CSGEEEKIwS/aUr4HnQ0jHQ3tGRCX0v9jOsINsw8jzhiHP+SnyFnUrceEtBDba/WGJBJ49YwEXkIIIYQQYvDrTeBVGS4zPMo6GkaoihrNeu2u7948rwONB2j2N2MxWBidNHoghzfkSOAlhBBCCCEGP0cv1vI6ijsaRkTnedV1b55XtLFGsjTW6Cn5awkhxABTFIURI0ZELwshhBgA0YxXD+Z4HcUdDSMinQ2722Aj2lgjVRpr9JQEXkIIMcBMJhNXXnllrIchhBBDW+JBiyirhq4fUxVePPko7GgY0dO1vKSxRu9JqaEQQgghhBj84jNANXZ/EWVfM9SHG0ocxaWGkYxXkbMIT8DT6baaprG9Rhpr9JYEXkIIIYQQYvBrvYhyd+Z5RToaxqWBPXXgxnWES7WmkmxJRkNjb8PeTrctbiym0d+IWTVLY41ekMBLCCEGmM/n46GHHuKhhx7C5/PFejhCCDF0Rdfy6sYiytGOhkdvmSHoc4/HJnevwcbW2q0AjEseh0k1DfjYhhoJvIQQ4jBwuVy4XK5YD0MIIYa2njTYiHY0PHoba0R0t8GGNNboGwm8hBBCCCHE0BDJeHWn1DDa0fDond8V0d21vKSxRt9I4CWEEEIIIYYGx3D9vDuLKEc7Gkrg1Z21vKSxRt9J4CWEEEIIIYaG6ByvLgIvnwvqCvXLEnhFG2VUuCpo8Da0u01JUwlOnxOTaooGaqJnJPASQgghhBBDQ2Ik49XFHK+a3YAGthSwpw34sI50CeYEsuxZAOytb7+zYaTMcGzyWEwGaazRGxJ4CSGEEEKIoSGS8Wosg2Cg4+1adzRUlIEf1yAQLTfsoMFGtLFGijTW6C0JvIQQYoApikJ2djbZ2dko8gUvhBADJ7qIcqjzRZSlo+Ehog026tpvsCGNNfrOGOsBCCHEUGcymbj22mtjPQwhhBj6IosoNxzQ53k5ctrfLtrRULI3EZ1lvDRNY1utHnhNTp18WMc1lEjGSwghhBBCDB3Rtbw6abAR7WgoGa+I1mt5aZrW5r6y5jIavA0YVWN0sWXRcxJ4CSGEEEKIoaOrtbz8bqgr0C9LR8OokY6RqIpKvbeeand1m/uijTWSxmI2mGMxvCFBAi8hhBhgfr+fxx57jMceewy/3x/r4QghxNAWKS/sqLNhzR59DpgtWZ8TJgCwGq3kJeQBhy6kLPO7+ocEXkIIMcA0TaO+vp76+vpDyjeEEEL0s2ipYXH790c6GqZPkI6GB4mUER68kLJ0NOwfEngJIYQQQoihI7GLjJd0NOxQ63leEZqmsb1WnxMnGa++kcBLCCGEEEIMHZFSw47meEUDL8neHKy9wKvCVUGtpxajYmRcyrhYDW1IkMBLCCGEEEIMHZGMV1N5+4soS8arQ5G1vPbU7yGkhQDYWrMVgNFJo7EYLDEb21AggZcQQgghhBg67K0XUS5ve1/AC7X79MvS0fAQeQl5mFQT7oCbkiY9YyiNNfqPBF5CCCGEEGLoUFVI6KClfKSjodUBCVmHf2xHOKNqZJRjFNDSYCPaWCNVSjP7SgIvIYQYYIqikJ6eTnp6Oop00BJCiIHn6GAR5crIwsnS0bAj0c6G4YWUJePVf4yxHoAQQgx1JpOJxYsXx3oYQghx9Igsonxw4FW1Uz+X+V0dijTY2F2/m0pXJbWeWgyKgfHJ8jfrK8l4CSGEEEKIoaWjlvLS0bBLrTNekWzXqKRRWI3WWA5rSJDASwghhBBCDC2RwKvhoEWUJePVpUjGa3/DfjZVbwJgUoqUGfYHKTUUQogB5vf7eeaZZwC49tprMZlMMR6REEIMcY52Ml4BH9Tu1S9LR8MODbMPw26y0+xv5r397wHSWKO/SMZLCCEGmKZpVFVVUVVVhaZpsR6OEEIMfe3N8ardC6EAWBJb7heHUBQlmvWKtJSfnDo5lkMaMiTwEkIIIYQQQ0vicP28sRyCfv1y64WTpaNhpyKBF4CqqIxPkdLM/iCBlxBCCCGEGFrs6aCaAE0PvgAqWwVeolORBhsAoxyjsBltMRzN0CGBlxBCCCGEGFpUFRKH6Zcj87yko2G3tc54yfpd/UcCLyGEEEIIMfREW8qHOxtGOxpKY42utA68JqZIoNpfJPASQgghhBBDT+u1vIJ+qNmjX5dSwy6l2lLJsGUAMDV9aoxHM3RIO3khhBhgiqKQlJQUvSyEEOIwiHQubCiB2n0Q8oM5HhzDYzuuQeLBkx9kX/0+jkk7JtZDGTIk8BJCiAFmMpm4+eabYz0MIYQ4ukQCLGeJdDTshdlZs5mdNTvWwxhSpNRQCCGEEEIMPa3X8op2NJT5XSJ2JPASQgghhBBDT2SOV0PrjJcEXiJ2pNRQCCEGmN/vZ+nSpQBcddVVmEymGI9ICCGOApHAq6kCKrbolyXwEjEkgZcQQgwwTdMoLS2NXhZCCHEYRBZRDvmhepd+m3Q0FDEkpYZCCCGEEGLoUdWWeV4AJjs4cmM3HnHUk8BLCCGEEEIMTZFyQ4D0cXowJkSMyLtPCCGEEEIMTY7WgZfM7xKxJYGXEEIIIYQYmlqXGkrgJWJMAi8hhBBCCDE0JQ5vuSyBl4gx6WoohBCHQVxcXKyHIIQQR582GS/paChiSwIvIYQYYGazmV/+8pexHoYQQhx9HOGMlykOkvJjOxZx1JPASwghhBBCDE1Zx8CsH0HGJOloKGJOAi8hhBBCCDE0qSqc98dYj0IIQAIvIYQYcH6/n2XLlgFw+eWXYzKZYjwiIYQQQhxuEngJIcQA0zSNgoKC6GUhhBBCHH2k2FUIIYQQQgghBpgEXkIIIYQQQggxwCTwEkIIIYQQQogBJoGXEEIIIYQQQgwwCbyEEEIIIYQQYoBJV0MhhDgMpIW8EEIIcXRTNOlt3GNOpxOHw0FDQwOJiYmxHo4QQgghhBAiRrobG0ipoRBCCCGEEEIMMAm8hBBCCCGEEGKAyRwvIYQYYIFAgFdffRWAiy++GKNRPnqFEEKIo418+wshxAALhULs3r07elkIIYQQRx8pNRRCCCGEEEKIATZoAq/777+fE088kbi4OJKSktrdpqioiG9961vY7XbS0tK48cYb8fl8bbbZvHkz8+fPx2azkZOTw3333Yc0dhRCCCGEEEIMpEFTaujz+bjwwguZM2cO/+///b9D7g8Gg5x77rmkp6fzxRdfUFNTwxVXXIGmafz5z38G9FaPZ5xxBqeccgqrV69m165dXHnlldjtdm699dbD/ZKEEEIIIYQQR4lBE3jde++9ADz33HPt3v/BBx+wbds2Dhw4QHZ2NgCPPvooV155Jffffz+JiYksW7YMj8fDc889h8ViYcqUKezatYs//OEP3HLLLSiK0u6+vV4vXq83et3pdPbvixNCCCGEEEIMaYOm1LArX331FVOmTIkGXQBnnXUWXq+XtWvXRreZP38+FoulzTalpaUUFBR0uO8lS5bgcDiip9zc3AF7HUIIIYQQQoihZ9BkvLpSXl5OZmZmm9uSk5Mxm82Ul5dHtxkxYkSbbSKPKS8vZ+TIke3u+4477uCWW26JXm9oaCAvL08yX0KIbvH5fNGsudPpxGw2x3hEQgghhOgvkZigq74RMQ287rnnnmgJYUdWr17NrFmzurW/9koFNU1rc/vB20T+QB2VGQJYLJY2WbLIH1cyX0KInnrwwQdjPQQhhBBCDIDGxkYcDkeH98c08PrpT3/KJZdc0uk2B2eoOpKVlcWqVava3FZXV4ff749mtbKysqLZr4jKykqAQ7JlncnOzubAgQMkJCR0GrCJI5fT6SQ3N5cDBw6QmJgY6+GIo4C858ThJO83cbjJe04cTkfa+03TNBobG9tMeWpPTAOvtLQ00tLS+mVfc+bM4f7776esrIxhw4YBesMNi8XCzJkzo9vceeed+Hy+aKnPBx98QHZ2drcDPABVVRk+fHi/jFvEVmJi4hHxH1YcPeQ9Jw4neb+Jw03ec+JwOpLeb51luiIGTXONoqIiNmzYQFFREcFgkA0bNrBhwwaampoAOPPMM5k0aRI/+MEPWL9+PR9++CG33XYb11xzTfQf5LLLLsNisXDllVeyZcsW3njjDR544IFOOxoKIYQQQgghRF8NmuYad911F//4xz+i16dPnw7Axx9/zIIFCzAYDLz77rvccMMNzJ07F5vNxmWXXcYjjzwSfYzD4WDFihUsXryYWbNmkZyczC233NKmcYYQQgghhBBC9LdBE3g999xzHa7hFZGXl8c777zT6TZTp07ls88+68eRicHIYrFw9913t2maIsRAkvecOJzk/SYON3nPicNpsL7fFK2rvodCCCGEEEIIIfpk0MzxEkIIIYQQQojBSgIvIYQQQgghhBhgEngJIYQQQgghxACTwEsIIYQQQgghBpgEXuKoVlBQwI9//GNGjhyJzWZj9OjR3H333fh8vlgPTQwhTz75JCNHjsRqtTJz5kw+//zzWA9JDFFLlixh9uzZJCQkkJGRwQUXXMDOnTtjPSxxlFiyZAmKonDzzTfHeihiCCspKWHRokWkpqYSFxfHtGnTWLt2bayH1S0SeImj2o4dOwiFQvz1r39l69at/PGPf+Tpp5/mzjvvjPXQxBDx6quvcvPNN/PrX/+a9evXM2/ePM4++2yKiopiPTQxBH366acsXryYr7/+mhUrVhAIBDjzzDNpbm6O9dDEELd69WqeeeYZjjnmmFgPRQxhdXV1zJ07F5PJxHvvvce2bdt49NFHSUpKivXQukXayQtxkIcffpinnnqKffv2xXooYgg4/vjjmTFjBk899VT0tokTJ3LBBRewZMmSGI5MHA2qqqrIyMjg008/5eSTT471cMQQ1dTUxIwZM3jyySf53e9+x7Rp03jsscdiPSwxBN1+++18+eWXg7ZyRDJeQhykoaGBlJSUWA9DDAE+n4+1a9dy5plntrn9zDPPZOXKlTEalTiaNDQ0AMhnmhhQixcv5txzz+X000+P9VDEEPfWW28xa9YsLrzwQjIyMpg+fTrPPvtsrIfVbRJ4CdHK3r17+fOf/8x1110X66GIIaC6uppgMEhmZmab2zMzMykvL4/RqMTRQtM0brnlFk466SSmTJkS6+GIIeqVV15h3bp1ksEXh8W+fft46qmnGDt2LO+//z7XXXcdN954I88//3ysh9YtEniJIemee+5BUZROT2vWrGnzmNLSUhYuXMiFF17I1VdfHaORi6FIUZQ21zVNO+Q2IfrbT3/6UzZt2sTLL78c66GIIerAgQPcdNNNvPjii1it1lgPRxwFQqEQM2bM4IEHHmD69On85Cc/4ZprrmlTzn8kM8Z6AEIMhJ/+9KdccsklnW4zYsSI6OXS0lJOOeUU5syZwzPPPDPAoxNHi7S0NAwGwyHZrcrKykOyYEL0p5/97Ge89dZbfPbZZwwfPjzWwxFD1Nq1a6msrGTmzJnR24LBIJ999hlPPPEEXq8Xg8EQwxGKoWbYsGFMmjSpzW0TJ07k9ddfj9GIekYCLzEkpaWlkZaW1q1tS0pKOOWUU5g5cyZLly5FVSURLPqH2Wxm5syZrFixgu985zvR21esWMH5558fw5GJoUrTNH72s5/xxhtv8MknnzBy5MhYD0kMYaeddhqbN29uc9tVV13FhAkT+NWvfiVBl+h3c+fOPWSJjF27dpGfnx+jEfWMBF7iqFZaWsqCBQvIy8vjkUceoaqqKnpfVlZWDEcmhopbbrmFH/zgB8yaNSuaUS0qKpJ5hGJALF68mJdeeok333yThISEaLbV4XBgs9liPDox1CQkJBwyf9But5OamirzCsWA+PnPf86JJ57IAw88wEUXXcQ333zDM888M2iqlSTwEke1Dz74gD179rBnz55DynFkpQXRHy6++GJqamq47777KCsrY8qUKSxfvnzQHJ0Tg0tknsOCBQva3L506VKuvPLKwz8gIYToR7Nnz+aNN97gjjvu4L777mPkyJE89thjXH755bEeWrfIOl5CCCGEEEIIMcBkMosQQgghhBBCDDAJvIQQQgghhBBigEngJYQQQgghhBADTAIvIYQQQgghhBhgEngJIYQQQgghxACTwEsIIYQQQgghBpgEXkIIIYQQQggxwCTwEkIIIYQQQogBJoGXEEII0Y4FCxZw8803x3oYQgghhghF0zQt1oMQQggx+F155ZXU19fzn//8p83tn3zyCaeccgp1dXUkJSXFZGy9UVtbi8lkIiEhIdZDibmO/m2FEEJ0nzHWAxBCCCH6g9/vx2Qy9dv+UlJS+m1fQgghhJQaCiGEOOxef/11Jk+ejMViYcSIETz66KNt7lcU5ZDsSlJSEs899xwABQUFKIrCa6+9xoIFC7Barbz44osUFhbyrW99i+TkZOx2O5MnT2b58uUdjuPJJ59k7NixWK1WMjMz+f73vx+97+BSwxEjRvDAAw/wox/9iISEBPLy8njmmWfa7K+4uJhLLrmElJQU7HY7s2bNYtWqVdH73377bWbOnInVamXUqFHce++9BAKBTv9WS5cuZeLEiVitViZMmMCTTz4ZvW/OnDncfvvtbbavqqrCZDLx8ccfA+Dz+fjlL39JTk4Odrud448/nk8++SS6/XPPPUdSUhLvv/8+EydOJD4+noULF1JWVgbAPffcwz/+8Q/efPNNFEVBUZQ2jxdCCNE9kvESQghxWK1du5aLLrqIe+65h4svvpiVK1dyww03kJqaypVXXtmjff3qV7/i0UcfZenSpVgsFq699lp8Ph+fffYZdrudbdu2ER8f3+5j16xZw4033sgLL7zAiSeeSG1tLZ9//nmnz/foo4/y29/+ljvvvJN//etfXH/99Zx88slMmDCBpqYm5s+fT05ODm+99RZZWVmsW7eOUCgEwPvvv8+iRYt4/PHHmTdvHnv37uXaa68F4O677273+Z599lnuvvtunnjiCaZPn8769eu55pprsNvtXHHFFVx++eU8/PDDLFmyBEVRAHj11VfJzMxk/vz5AFx11VUUFBTwyiuvkJ2dzRtvvMHChQvZvHkzY8eOBcDlcvHII4/wwgsvoKoqixYt4rbbbmPZsmXcdtttbN++HafTydKlSwHJBgohRK9oQgghRD+44oorNIPBoNnt9jYnq9WqAVpdXZ2maZp22WWXaWeccUabx/7iF7/QJk2aFL0OaG+88UabbRwOh7Z06VJN0zRt//79GqA99thjbbaZOnWqds8993RrvK+//rqWmJioOZ3Odu+fP3++dtNNN0Wv5+fna4sWLYpeD4VCWkZGhvbUU09pmqZpf/3rX7WEhAStpqam3f3NmzdPe+CBB9rc9sILL2jDhg3rcIy5ubnaSy+91Oa23/72t9qcOXM0TdO0yspKzWg0ap999ln0/jlz5mi/+MUvNE3TtD179miKomglJSVt9nHaaadpd9xxh6ZpmrZ06VIN0Pbs2RO9/y9/+YuWmZkZvX7FFVdo559/fofjFEII0TXJeAkhhOg3p5xyCk899VSb21atWsWiRYui17dv387555/fZpu5c+fy2GOPEQwGMRgM3X6+WbNmtbl+4403cv311/PBBx9w+umn873vfY9jjjmm3ceeccYZ5OfnM2rUKBYuXMjChQv5zne+Q1xcXIfP13pfiqKQlZVFZWUlABs2bGD69OkdZoPWrl3L6tWruf/++6O3BYNBPB4PLpfrkOetqqriwIED/PjHP+aaa66J3h4IBHA4HACkp6dzxhlnsGzZMubNm8f+/fv56quvov8G69atQ9M0xo0b12bfXq+X1NTU6PW4uDhGjx4dvT5s2LDo6xJCCNE/JPASQgjRb+x2O2PGjGlzW3FxcZvrmqZFy+Ja39aaoiiH3Ob3+9t9vtauvvpqzjrrLN59910++OADlixZwqOPPsrPfvazQx6bkJDAunXr+OSTT/jggw+46667uOeee1i9enWH3RcPbt6hKEq0lNBms7X7mIhQKMS9997Ld7/73UPus1qt7W4Pernh8ccf3+a+1sHp5Zdfzk033cSf//xnXnrpJSZPnsyxxx4b3YfBYGDt2rWHBLStSzDbe10H//2FEEL0jTTXEEIIcVhNmjSJL774os1tK1euZNy4cdHgID09PdrcAWD37t24XK5u7T83N5frrruOf//739x66608++yzHW5rNBo5/fTTeeihh9i0aRMFBQV89NFHvXhVejZsw4YN1NbWtnv/jBkz2LlzJ2PGjDnkpKqHfh1nZmaSk5PDvn37Dtl+5MiR0e0uuOACPB4P//3vf3nppZfaZBenT59OMBiksrLykH1kZWV1+7WZzWaCwWAP/hpCCCEOJhkvIYQQh9Wtt97K7Nmz+e1vf8vFF1/MV199xRNPPNGmW9+pp57KE088wQknnEAoFOJXv/pVt1rF33zzzZx99tmMGzeOuro6PvroIyZOnNjutu+88w779u3j5JNPJjk5meXLlxMKhRg/fnyvXtell17KAw88wAUXXMCSJUsYNmwY69evJzs7mzlz5nDXXXdx3nnnkZuby4UXXoiqqmzatInNmzfzu9/9rt193nPPPdx4440kJiZy9tln4/V6WbNmDXV1ddxyyy2AnvU7//zz+b//+z+2b9/OZZddFn38uHHjuPzyy/nhD3/Io48+yvTp06muruajjz5i6tSpnHPOOd16bSNGjOD9999n586dpKam4nA4+rV1vxBCHA0k4yWEEOKwmjFjBq+99hqvvPIKU6ZM4a677uK+++5r09Hw0UcfJTc3l5NPPpnLLruM2267rdO5VxHBYJDFixczceJEFi5cyPjx49sEdK0lJSXx73//m1NPPZWJEyfy9NNP8/LLLzN58uRevS6z2cwHH3xARkYG55xzDlOnTuXBBx+MZvHOOuss3nnnHVasWMHs2bM54YQT+MMf/kB+fn6H+7z66qv529/+xnPPPcfUqVOZP38+zz33XJuMF+jlhhs3bmTevHnk5eW1uW/p0qX88Ic/5NZbb2X8+PF8+9vfZtWqVeTm5nb7tV1zzTWMHz+eWbNmkZ6ezpdfftmDv4wQQggARZMibiGEEEIIIYQYUJLxEkIIIYQQQogBJoGXEEIIIYQQQgwwCbyEEEIIIYQQYoBJ4CWEEEIIIYQQA0wCLyGEEEIIIYQYYBJ4CSGEEEIIIcQAk8BLCCGEEEIIIQaYBF5CCCGEEEIIMcAk8BJCCCGEEEKIASaBlxBCCCGEEEIMMAm8hBBCCCGEEGKA/X/K6mUNdy3n7AAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for idx, row in events.iterrows():\n",
    "    date = fcn.parsed_to_date(row['parsed_date'])\n",
    "    new_id = float(row['new_id'])\n",
    "    c = cascades_comps[new_id].sort_index()\n",
    "    \n",
    "    plt.figure()\n",
    "    cascade = c[['G0','G1','G2','G3']]\n",
    "    cascade.index = cascade.index / 6.\n",
    "\n",
    "    cascade['G1'] = cascade['G1'].shift(1)\n",
    "    cascade['G2'] = cascade['G2'].shift(1)\n",
    "\n",
    "    ax = cascade[['G0','G1','G2']].fillna(0).plot(figsize=(10,6))\n",
    "    cascade['G3'].fillna(0).plot(alpha=0.4, label='G3')\n",
    "    ax.axvline(x=0, c='k', alpha=0.5, linestyle='--')\n",
    "    ax.axhline(y=0, c='k', alpha=0.5)\n",
    "    ax.set_xlabel('Hours since event')\n",
    "    ax.set_ylabel('Call volume increase (%)')\n",
    "    ax.set_title(row['event'] + ', ' + date)\n",
    "    ax.legend()\n",
    "    fig = ax.get_figure()\n",
    "    #fig.savefig(path_save + 'cascade_title_%s.pdf' %new_id, bbox_inches=\"tight\", format='pdf', dpi=500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Build regression covariates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = strikes.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "# add time of day of strikes as binary variable\n",
    "data['morning'] = 0; data['day'] = 0; data['evening'] = 0\n",
    "morning_cutoff = datetime.time(8, 0)\n",
    "day_cutoff = datetime.time(16, 0)\n",
    "    \n",
    "for idx, row in data.iterrows():\n",
    "    start_time, end_time = fcn.get_start_end_times_corrected(row)\n",
    "    \n",
    "    if start_time.time() < morning_cutoff:\n",
    "        data.loc[idx, 'morning'] = 1\n",
    "    elif (start_time.time() >= morning_cutoff) & (start_time.time() <= day_cutoff):\n",
    "        data.loc[idx, 'day'] = 1\n",
    "    elif (start_time.time() > day_cutoff):\n",
    "        data.loc[idx, 'evening'] = 1\n",
    "    else:\n",
    "        print('Error: Time of day not added for %d' %idx)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['rank_militants_binary'] = (data['rank_militants'].str.lower() == 'high level').astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['parsed_date_2'] = data['parsed_date']\n",
    "data['latitude_2'] = data['latitude'].apply(lambda x: np.round(x, decimals=3))\n",
    "\n",
    "data = data.merge(strike_locations, left_on=['parsed_date_2','latitude_2'], right_on=['Date','latitude_2'], how='left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "stime = {idx: fcn.get_start_end_times_corrected(row)[0] for idx, row in data.iterrows()}\n",
    "data['stime'] = pd.Series(stime)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['past_month'] = np.NaN\n",
    "for idx, row in data.iterrows():\n",
    "    recent = data[(data['stime'] < row['stime']) & (data['stime'] > row['stime'] - pd.Timedelta('30 days'))]\n",
    "    data.loc[idx, 'past_month'] = (recent['District'] == row['District']).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data.merge(strike_districts, left_on='new_id', right_index=True, how='left')\n",
    "data = data.merge(population['TOTAL'].str.replace(',','').astype(int).to_frame('pop'), left_on='district_id', right_index=True, how='left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['militants_killed_high'] = data['militants_killed_high'].fillna(\n",
    "                                    value=(data['total_killed_high'] - data['civilians_killed_high']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data.set_index('new_id')\n",
    "data.index = data.index.astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['incr_G1_1hr'] = pd.concat(cascades, axis=1).xs('G1', axis=1, level=1).loc[6]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Regression analysis for table S2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>       <td>incr_G1_1hr</td>   <th>  R-squared:         </th> <td>   0.249</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.170</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   2.966</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Fri, 12 Sep 2025</td> <th>  Prob (F-statistic):</th>  <td>0.00913</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>19:53:06</td>     <th>  Log-Likelihood:    </th> <td> -451.04</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>    74</td>      <th>  AIC:               </th> <td>   918.1</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>    66</td>      <th>  BIC:               </th> <td>   936.5</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>     7</td>      <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>         <td>HC0</td>       <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "            <td></td>               <th>coef</th>     <th>std err</th>      <th>z</th>      <th>P>|z|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Intercept</th>             <td>   71.7862</td> <td>   35.892</td> <td>    2.000</td> <td> 0.045</td> <td>    1.438</td> <td>  142.134</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>civilians_killed_high</th> <td>   11.4595</td> <td>    3.861</td> <td>    2.968</td> <td> 0.003</td> <td>    3.892</td> <td>   19.027</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>militants_killed_high</th> <td>   -0.6595</td> <td>    1.295</td> <td>   -0.509</td> <td> 0.610</td> <td>   -3.197</td> <td>    1.878</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>rank_militants_binary</th> <td>  -14.8558</td> <td>   32.872</td> <td>   -0.452</td> <td> 0.651</td> <td>  -79.285</td> <td>   49.573</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>morning</th>               <td>   60.2849</td> <td>   37.373</td> <td>    1.613</td> <td> 0.107</td> <td>  -12.965</td> <td>  133.535</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>evening</th>               <td>    7.5856</td> <td>   27.156</td> <td>    0.279</td> <td> 0.780</td> <td>  -45.640</td> <td>   60.811</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>past_month</th>            <td>    0.4869</td> <td>   14.702</td> <td>    0.033</td> <td> 0.974</td> <td>  -28.328</td> <td>   29.302</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>pop</th>                   <td>    0.0004</td> <td>    0.000</td> <td>    1.063</td> <td> 0.288</td> <td>   -0.000</td> <td>    0.001</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td>11.007</td> <th>  Durbin-Watson:     </th> <td>   1.763</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.004</td> <th>  Jarque-Bera (JB):  </th> <td>  11.100</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td> 0.856</td> <th>  Prob(JB):          </th> <td> 0.00389</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td> 3.819</td> <th>  Cond. No.          </th> <td>3.02e+05</td>\n",
       "</tr>\n",
       "</table><br/><br/>Notes:<br/>[1] Standard Errors are heteroscedasticity robust (HC0)<br/>[2] The condition number is large, 3.02e+05. This might indicate that there are<br/>strong multicollinearity or other numerical problems."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:            incr_G1_1hr   R-squared:                       0.249\n",
       "Model:                            OLS   Adj. R-squared:                  0.170\n",
       "Method:                 Least Squares   F-statistic:                     2.966\n",
       "Date:                Fri, 12 Sep 2025   Prob (F-statistic):            0.00913\n",
       "Time:                        19:53:06   Log-Likelihood:                -451.04\n",
       "No. Observations:                  74   AIC:                             918.1\n",
       "Df Residuals:                      66   BIC:                             936.5\n",
       "Df Model:                           7                                         \n",
       "Covariance Type:                  HC0                                         \n",
       "=========================================================================================\n",
       "                            coef    std err          z      P>|z|      [0.025      0.975]\n",
       "-----------------------------------------------------------------------------------------\n",
       "Intercept                71.7862     35.892      2.000      0.045       1.438     142.134\n",
       "civilians_killed_high    11.4595      3.861      2.968      0.003       3.892      19.027\n",
       "militants_killed_high    -0.6595      1.295     -0.509      0.610      -3.197       1.878\n",
       "rank_militants_binary   -14.8558     32.872     -0.452      0.651     -79.285      49.573\n",
       "morning                  60.2849     37.373      1.613      0.107     -12.965     133.535\n",
       "evening                   7.5856     27.156      0.279      0.780     -45.640      60.811\n",
       "past_month                0.4869     14.702      0.033      0.974     -28.328      29.302\n",
       "pop                       0.0004      0.000      1.063      0.288      -0.000       0.001\n",
       "==============================================================================\n",
       "Omnibus:                       11.007   Durbin-Watson:                   1.763\n",
       "Prob(Omnibus):                  0.004   Jarque-Bera (JB):               11.100\n",
       "Skew:                           0.856   Prob(JB):                      0.00389\n",
       "Kurtosis:                       3.819   Cond. No.                     3.02e+05\n",
       "==============================================================================\n",
       "\n",
       "Notes:\n",
       "[1] Standard Errors are heteroscedasticity robust (HC0)\n",
       "[2] The condition number is large, 3.02e+05. This might indicate that there are\n",
       "strong multicollinearity or other numerical problems.\n",
       "\"\"\""
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# table S2\n",
    "r = sm.ols(formula = 'incr_G1_1hr' + ' ~ civilians_killed_high + militants_killed_high + rank_militants_binary'\n",
    "                                   + '+ morning + evening + past_month + pop', data=data).fit(cov_type='HC0')\n",
    "r.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>          <td>reloc</td>      <th>  R-squared:         </th> <td>   0.551</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.503</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   2.684</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Fri, 12 Sep 2025</td> <th>  Prob (F-statistic):</th>  <td>0.0167</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>19:53:06</td>     <th>  Log-Likelihood:    </th> <td> -315.06</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>    73</td>      <th>  AIC:               </th> <td>   646.1</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>    65</td>      <th>  BIC:               </th> <td>   664.4</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>     7</td>      <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>         <td>HC0</td>       <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "            <td></td>               <th>coef</th>     <th>std err</th>      <th>z</th>      <th>P>|z|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Intercept</th>             <td>   -9.3397</td> <td>    7.453</td> <td>   -1.253</td> <td> 0.210</td> <td>  -23.947</td> <td>    5.268</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>civilians_killed_high</th> <td>    4.0833</td> <td>    1.615</td> <td>    2.529</td> <td> 0.011</td> <td>    0.918</td> <td>    7.248</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>militants_killed_high</th> <td>    0.3803</td> <td>    0.226</td> <td>    1.683</td> <td> 0.092</td> <td>   -0.063</td> <td>    0.823</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>rank_militants_binary</th> <td>    9.4566</td> <td>    5.838</td> <td>    1.620</td> <td> 0.105</td> <td>   -1.986</td> <td>   20.899</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>morning</th>               <td>   -2.3828</td> <td>    4.723</td> <td>   -0.504</td> <td> 0.614</td> <td>  -11.640</td> <td>    6.875</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>evening</th>               <td>    3.5157</td> <td>    4.378</td> <td>    0.803</td> <td> 0.422</td> <td>   -5.066</td> <td>   12.097</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>past_month</th>            <td>    1.9351</td> <td>    2.656</td> <td>    0.729</td> <td> 0.466</td> <td>   -3.271</td> <td>    7.141</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>pop</th>                   <td>    0.0002</td> <td> 5.36e-05</td> <td>    2.811</td> <td> 0.005</td> <td> 4.56e-05</td> <td>    0.000</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td>14.781</td> <th>  Durbin-Watson:     </th> <td>   1.969</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.001</td> <th>  Jarque-Bera (JB):  </th> <td>  64.186</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td>-0.028</td> <th>  Prob(JB):          </th> <td>1.15e-14</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td> 7.593</td> <th>  Cond. No.          </th> <td>3.05e+05</td>\n",
       "</tr>\n",
       "</table><br/><br/>Notes:<br/>[1] Standard Errors are heteroscedasticity robust (HC0)<br/>[2] The condition number is large, 3.05e+05. This might indicate that there are<br/>strong multicollinearity or other numerical problems."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:                  reloc   R-squared:                       0.551\n",
       "Model:                            OLS   Adj. R-squared:                  0.503\n",
       "Method:                 Least Squares   F-statistic:                     2.684\n",
       "Date:                Fri, 12 Sep 2025   Prob (F-statistic):             0.0167\n",
       "Time:                        19:53:06   Log-Likelihood:                -315.06\n",
       "No. Observations:                  73   AIC:                             646.1\n",
       "Df Residuals:                      65   BIC:                             664.4\n",
       "Df Model:                           7                                         \n",
       "Covariance Type:                  HC0                                         \n",
       "=========================================================================================\n",
       "                            coef    std err          z      P>|z|      [0.025      0.975]\n",
       "-----------------------------------------------------------------------------------------\n",
       "Intercept                -9.3397      7.453     -1.253      0.210     -23.947       5.268\n",
       "civilians_killed_high     4.0833      1.615      2.529      0.011       0.918       7.248\n",
       "militants_killed_high     0.3803      0.226      1.683      0.092      -0.063       0.823\n",
       "rank_militants_binary     9.4566      5.838      1.620      0.105      -1.986      20.899\n",
       "morning                  -2.3828      4.723     -0.504      0.614     -11.640       6.875\n",
       "evening                   3.5157      4.378      0.803      0.422      -5.066      12.097\n",
       "past_month                1.9351      2.656      0.729      0.466      -3.271       7.141\n",
       "pop                       0.0002   5.36e-05      2.811      0.005    4.56e-05       0.000\n",
       "==============================================================================\n",
       "Omnibus:                       14.781   Durbin-Watson:                   1.969\n",
       "Prob(Omnibus):                  0.001   Jarque-Bera (JB):               64.186\n",
       "Skew:                          -0.028   Prob(JB):                     1.15e-14\n",
       "Kurtosis:                       7.593   Cond. No.                     3.05e+05\n",
       "==============================================================================\n",
       "\n",
       "Notes:\n",
       "[1] Standard Errors are heteroscedasticity robust (HC0)\n",
       "[2] The condition number is large, 3.05e+05. This might indicate that there are\n",
       "strong multicollinearity or other numerical problems.\n",
       "\"\"\""
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# table 1B\n",
    "r = sm.ols(formula = 'reloc' + ' ~ civilians_killed_high + militants_killed_high + rank_militants_binary'\n",
    "                             + '+ morning + evening + past_month + pop', data=data).fit(cov_type='HC0')\n",
    "r.summary()"
   ]
  }
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     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
